DataFrame
NO COMPARISON TARGET
2162365
ROWS
0
DUPLICATES
923.9 MB
RAM
66
FEATURES
23
CATEGORICAL
43
NUMERICAL
0
TEXT
2.1.4
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
loan_amnt
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
1,561
(<1%)
ZEROES:
---
MAX
40,000
95%
35,000
Q3
20,000
AVG
15,183
MEDIAN
13,000
Q1
8,000
5%
3,500
MIN
1,000
RANGE
39,000
IQR
12,000
STD
9,209
VAR
84.8M
KURT.
-0.144
SKEW
0.767
SUM
32.8B
2
funded_amnt
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
1,561
(<1%)
ZEROES:
---
MAX
40,000
95%
35,000
Q3
20,000
AVG
15,183
MEDIAN
13,000
Q1
8,000
5%
3,500
MIN
1,000
RANGE
39,000
IQR
12,000
STD
9,209
VAR
84.8M
KURT.
-0.144
SKEW
0.767
SUM
32.8B
3
funded_amnt_inv
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
1,620
(<1%)
ZEROES:
---
MAX
40,000
95%
35,000
Q3
20,000
AVG
15,177
MEDIAN
13,000
Q1
8,000
5%
3,500
MIN
725
RANGE
39,275
IQR
12,000
STD
9,207
VAR
84.8M
KURT.
-0.143
SKEW
0.767
SUM
32.8B
4
int_rate
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
357
(<1%)
ZEROES:
---
MAX
31.0
95%
22.4
Q3
16.0
AVG
13.1
MEDIAN
12.6
Q1
9.5
5%
6.5
MIN
5.3
RANGE
25.7
IQR
6.50
STD
4.85
VAR
23.5
KURT.
0.598
SKEW
0.774
SUM
28.3M
5
installment
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
90,848
(4%)
ZEROES:
---
MAX
1,720
95%
989
Q3
598
AVG
450
MEDIAN
382
Q1
255
5%
114
MIN
5
RANGE
1,715
IQR
343
STD
268
VAR
71,662
KURT.
0.665
SKEW
0.995
SUM
972.2M
6
annual_inc
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
86,511
(4%)
ZEROES:
3
(<1%)
MAX
110.0M
95%
0.2M
Q3
0.1M
AVG
0.1M
MEDIAN
0.1M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
110.0M
IQR
47,000
STD
114k
VAR
13.0B
KURT.
435k
SKEW
495
SUM
169.7B
7
inq_last_6mths
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
8
pub_rec
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
43
(<1%)
ZEROES:
1,811,953
(84%)
MAX
86.0
95%
1.0
Q3
0.0
AVG
0.2
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
86.0
IQR
0.00
STD
0.578
VAR
0.334
KURT.
696
SKEW
11.3
SUM
438k
9
revol_bal
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
101,135
(5%)
ZEROES:
8,139
(<1%)
MAX
2.9M
95%
0.0M
Q3
0.0M
AVG
0.0M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
2.9M
IQR
14,357
STD
23,030
VAR
530.4M
KURT.
640
SKEW
13.1
SUM
36.4B
10
out_prncp
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
360,171
(17%)
ZEROES:
1,227,148
(57%)
MAX
40,000
95%
22,017
Q3
7,091
AVG
4,590
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
40,000
IQR
7,091
STD
7,626
VAR
58.2M
KURT.
3.53
SKEW
1.96
SUM
9.9B
11
out_prncp_inv
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
373,018
(17%)
ZEROES:
1,227,148
(57%)
MAX
40,000
95%
22,016
Q3
7,087
AVG
4,589
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
40,000
IQR
7,087
STD
7,625
VAR
58.1M
KURT.
3.53
SKEW
1.96
SUM
9.9B
12
total_pymnt
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
1,526,102
(71%)
ZEROES:
953
(<1%)
MAX
63,297
95%
32,534
Q3
16,726
AVG
11,822
MEDIAN
9,051
Q1
4,251
5%
1,148
MIN
0
RANGE
63,297
IQR
12,475
STD
9,898
VAR
98.0M
KURT.
1.34
SKEW
1.27
SUM
25.6B
13
total_pymnt_inv
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
1,253,725
(58%)
ZEROES:
953
(<1%)
MAX
63,297
95%
32,523
Q3
16,720
AVG
11,818
MEDIAN
9,048
Q1
4,249
5%
1,148
MIN
0
RANGE
63,297
IQR
12,471
STD
9,894
VAR
97.9M
KURT.
1.35
SKEW
1.27
SUM
25.6B
14
total_rec_prncp
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
476,554
(22%)
ZEROES:
2,375
(<1%)
MAX
40,000
95%
27,200
Q3
13,420
AVG
9,296
MEDIAN
6,776
Q1
2,815
5%
695
MIN
0
RANGE
40,000
IQR
10,605
STD
8,333
VAR
69.4M
KURT.
1.15
SKEW
1.27
SUM
20.1B
15
total_rec_int
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
617,804
(29%)
ZEROES:
2,462
(<1%)
MAX
28,192
95%
7,730
Q3
3,061
AVG
2,388
MEDIAN
1,490
Q1
696
5%
184
MIN
0
RANGE
28,192
IQR
2,365
STD
2,656
VAR
7.1M
KURT.
9.16
SKEW
2.55
SUM
5.2B
16
total_rec_late_fee
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
15,025
(<1%)
ZEROES:
2,082,731
(96%)
MAX
1,427
95%
0
Q3
0
AVG
1
MEDIAN
0
Q1
0
5%
0
MIN
-0
RANGE
1,427
IQR
0.00
STD
11.6
VAR
134
KURT.
958
SKEW
21.9
SUM
3.2M
17
recoveries
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
121,614
(6%)
ZEROES:
1,997,851
(92%)
MAX
39,860
95%
819
Q3
0
AVG
137
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
39,860
IQR
0.00
STD
726
VAR
527k
KURT.
209
SKEW
10.9
SUM
295.6M
18
last_pymnt_amnt
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
668,006
(31%)
ZEROES:
2,662
(<1%)
MAX
42,192
95%
16,907
Q3
3,552
AVG
3,387
MEDIAN
589
Q1
310
5%
104
MIN
0
RANGE
42,192
IQR
3,242
STD
6,014
VAR
36.2M
KURT.
7.20
SKEW
2.59
SUM
7.3B
19
collections_12_mths_ex_med
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
16
(<1%)
ZEROES:
2,125,372
(98%)
MAX
20.0
95%
0.0
Q3
0.0
AVG
0.0
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
20.0
IQR
0.00
STD
0.153
VAR
0.023
KURT.
589
SKEW
13.8
SUM
40,532
20
tot_cur_bal
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
485,998
(22%)
ZEROES:
792
(<1%)
MAX
10.0M
95%
0.4M
Q3
0.2M
AVG
0.1M
MEDIAN
0.1M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
10.0M
IQR
184k
STD
160k
VAR
25.7B
KURT.
27.0
SKEW
2.84
SUM
308.4B
21
acc_open_past_24mths
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
57
(<1%)
ZEROES:
96,356
(4%)
MAX
64.0
95%
10.0
Q3
6.0
AVG
4.5
MEDIAN
4.0
Q1
2.0
5%
1.0
MIN
0.0
RANGE
64.0
IQR
4.00
STD
3.17
VAR
10.1
KURT.
4.38
SKEW
1.40
SUM
9.8M
22
bc_open_to_buy
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
91,335
(4%)
ZEROES:
29,830
(1%)
MAX
711k
95%
43k
Q3
14k
AVG
11k
MEDIAN
5k
Q1
2k
5%
0k
MIN
0k
RANGE
711k
IQR
12,494
STD
16,620
VAR
276.2M
KURT.
27.1
SKEW
3.74
SUM
24.7B
23
chargeoff_within_12_mths
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
11
(<1%)
ZEROES:
2,145,486
(>99%)
MAX
10.0
95%
0.0
Q3
0.0
AVG
0.0
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
10.0
IQR
0.00
STD
0.106
VAR
0.011
KURT.
587
SKEW
17.9
SUM
18,797
24
delinq_amnt
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
2,583
(<1%)
ZEROES:
2,155,306
(>99%)
MAX
250k
95%
0k
Q3
0k
AVG
0k
MEDIAN
0k
Q1
0k
5%
0k
MIN
0k
RANGE
250k
IQR
0.00
STD
741
VAR
548k
KURT.
15,463
SKEW
101
SUM
27.6M
25
mths_since_recent_bc
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
542
(<1%)
ZEROES:
13,323
(<1%)
MAX
661
95%
89
Q3
29
AVG
25
MEDIAN
14
Q1
6
5%
2
MIN
0
RANGE
661
IQR
23.0
STD
32.0
VAR
1,025
KURT.
20.4
SKEW
3.48
SUM
53.4M
26
num_bc_sats
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
60
(<1%)
ZEROES:
227
(<1%)
MAX
71.0
95%
10.0
Q3
6.0
AVG
4.8
MEDIAN
4.0
Q1
3.0
5%
1.0
MIN
0.0
RANGE
71.0
IQR
3.00
STD
3.02
VAR
9.09
KURT.
7.02
SKEW
1.81
SUM
10.4M
27
num_bc_tl
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
75
(<1%)
ZEROES:
---
MAX
86.0
95%
17.0
Q3
10.0
AVG
7.8
MEDIAN
7.0
Q1
4.0
5%
2.0
MIN
1.0
RANGE
85.0
IQR
6.00
STD
4.69
VAR
22.0
KURT.
3.96
SKEW
1.44
SUM
16.8M
28
num_sats
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
90
(<1%)
ZEROES:
---
MAX
101
95%
22
Q3
15
AVG
12
MEDIAN
11
Q1
8
5%
5
MIN
1
RANGE
100
IQR
7.00
STD
5.64
VAR
31.8
KURT.
3.44
SKEW
1.32
SUM
25.3M
29
num_tl_30dpd
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
30
tax_liens
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
42
(<1%)
ZEROES:
2,098,386
(97%)
MAX
85.0
95%
0.0
Q3
0.0
AVG
0.0
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
85.0
IQR
0.00
STD
0.384
VAR
0.148
KURT.
3,385
SKEW
31.7
SUM
105k
31
tot_hi_cred_lim
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
528,060
(24%)
ZEROES:
---
MAX
10.0M
95%
0.5M
Q3
0.3M
AVG
0.2M
MEDIAN
0.1M
Q1
0.1M
5%
0.0M
MIN
0.0M
RANGE
10.0M
IQR
207k
STD
181k
VAR
32.9B
KURT.
75.9
SKEW
3.66
SUM
386.0B
32
total_bal_ex_mort
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
212,018
(10%)
ZEROES:
1,213
(<1%)
MAX
3.4M
95%
0.1M
Q3
0.1M
AVG
0.1M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
3.4M
IQR
43,582
STD
50,026
VAR
2.5B
KURT.
65.3
SKEW
4.22
SUM
110.9B
33
total_bc_limit
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
19,224
(<1%)
ZEROES:
---
MAX
1.6M
95%
0.1M
Q3
0.0M
AVG
0.0M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
1.6M
IQR
22,100
STD
23,033
VAR
530.5M
KURT.
30.2
SKEW
3.00
SUM
50.8B
34
term_ 60 months
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
35
grade_B
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
36
grade_C
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
37
grade_D
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
38
home_ownership_MORTGAGE
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
39
home_ownership_OWN
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
40
home_ownership_RENT
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
41
verification_status_Source Verified
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
42
verification_status_Verified
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
43
pymnt_plan_y
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
44
purpose_credit_card
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
45
purpose_house
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
46
purpose_medical
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
47
purpose_small_business
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
48
initial_list_status_w
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
49
application_type_Joint App
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
50
hardship_flag_Y
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
51
disbursement_method_DirectPay
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
52
debt_settlement_flag_Y
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
53
num_il_tl
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
122
(<1%)
ZEROES:
68,149
(3%)
MAX
159
95%
23
Q3
11
AVG
8
MEDIAN
6
Q1
3
5%
1
MIN
0
RANGE
159
IQR
8.00
STD
7.35
VAR
54.0
KURT.
7.83
SKEW
2.10
SUM
18.2M
54
num_op_rev_tl
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
80
(<1%)
ZEROES:
---
MAX
91.0
95%
17.0
Q3
11.0
AVG
8.3
MEDIAN
7.0
Q1
5.0
5%
3.0
MIN
1.0
RANGE
90.0
IQR
6.00
STD
4.67
VAR
21.9
KURT.
4.78
SKEW
1.54
SUM
18.0M
55
num_accts_ever_120_pd
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
44
(<1%)
ZEROES:
1,667,691
(77%)
MAX
58.0
95%
3.0
Q3
0.0
AVG
0.5
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
58.0
IQR
0.00
STD
1.35
VAR
1.81
KURT.
52.6
SKEW
5.45
SUM
1.1M
56
mo_sin_old_rev_tl_op
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
787
(<1%)
ZEROES:
---
MAX
999
95%
369
Q3
232
AVG
182
MEDIAN
164
Q1
116
5%
49
MIN
1
RANGE
998
IQR
116
STD
97.1
VAR
9,433
KURT.
1.36
SKEW
1.01
SUM
392.6M
57
percent_bc_gt_75
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
284
(<1%)
ZEROES:
593,934
(27%)
MAX
100
95%
100
Q3
71
AVG
42
MEDIAN
38
Q1
0
5%
0
MIN
0
RANGE
100
IQR
71.4
STD
36.2
VAR
1,311
KURT.
-1.25
SKEW
0.313
SUM
91.6M
58
revol_util
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
1,323
(<1%)
ZEROES:
9,837
(<1%)
MAX
367
95%
91
Q3
69
AVG
50
MEDIAN
50
Q1
32
5%
10
MIN
0
RANGE
367
IQR
37.5
STD
24.5
VAR
602
KURT.
-0.809
SKEW
0.004
SUM
108.8M
59
num_actv_rev_tl
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
57
(<1%)
ZEROES:
8,276
(<1%)
MAX
72.0
95%
12.0
Q3
7.0
AVG
5.7
MEDIAN
5.0
Q1
3.0
5%
2.0
MIN
0.0
RANGE
72.0
IQR
4.00
STD
3.38
VAR
11.4
KURT.
5.04
SKEW
1.58
SUM
12.3M
60
tot_coll_amt
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
15,475
(<1%)
ZEROES:
1,832,547
(85%)
MAX
9.2M
95%
0.0M
Q3
0.0M
AVG
0.0M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
9.2M
IQR
0.00
STD
8,551
VAR
73.1M
KURT.
802k
SKEW
853
SUM
501.8M
61
mort_acc
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
46
(<1%)
ZEROES:
908,429
(42%)
MAX
94.0
95%
5.0
Q3
3.0
AVG
1.6
MEDIAN
1.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
94.0
IQR
3.00
STD
1.90
VAR
3.62
KURT.
10.5
SKEW
1.78
SUM
3.4M
62
delinq_2yrs
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
36
(<1%)
ZEROES:
1,755,439
(81%)
MAX
58.0
95%
2.0
Q3
0.0
AVG
0.3
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
58.0
IQR
0.00
STD
0.871
VAR
0.759
KURT.
71.5
SKEW
5.89
SUM
670k
63
open_acc
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
90
(<1%)
ZEROES:
---
MAX
101
95%
22
Q3
15
AVG
12
MEDIAN
11
Q1
8
5%
5
MIN
1
RANGE
100
IQR
7.00
STD
5.66
VAR
32.0
KURT.
3.46
SKEW
1.32
SUM
25.4M
64
num_tl_op_past_12m
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
33
(<1%)
ZEROES:
408,101
(19%)
MAX
32.0
95%
5.0
Q3
3.0
AVG
2.1
MEDIAN
2.0
Q1
1.0
5%
0.0
MIN
0.0
RANGE
32.0
IQR
2.00
STD
1.83
VAR
3.36
KURT.
4.69
SKEW
1.50
SUM
4.5M
65
home_ownership_OTHER
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
66
loan_status
VALUES:
2,162,365
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
Associations
[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
loan_amnt
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
funded_amnt
1.00
funded_amnt_inv
1.00
installment
0.95
total_pymnt_inv
0.65
total_pymnt
0.65
total_rec_int
0.58
total_rec_prncp
0.57
out_prncp_inv
0.47
out_prncp
0.47
total_bc_limit
0.37
tot_hi_cred_lim
0.34
revol_bal
0.32
last_pymnt_amnt
0.31
tot_cur_bal
0.31

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
term_ 60 months
0.39
home_ownership_MORTGAGE
0.18
home_ownership_RENT
0.16
verification_status_Verified
0.15
application_type_Joint App
0.12
initial_list_status_w
0.09
purpose_medical
0.07
grade_B
0.06
disbursement_method_DirectPay
0.05
verification_status_Source Verified
0.03
grade_D
0.03
inq_last_6mths
0.03
home_ownership_OWN
0.03
loan_status
0.02
MOST FREQUENT VALUES
10000
180,024
8.3%
20000
126,889
5.9%
15000
119,038
5.5%
12000
116,395
5.4%
35000
83,939
3.9%
5000
80,122
3.7%
8000
71,424
3.3%
6000
67,897
3.1%
16000
64,170
3.0%
25000
63,853
3.0%
30000
59,584
2.8%
24000
54,990
2.5%
18000
48,481
2.2%
7000
35,714
1.7%
14000
33,114
1.5%
SMALLEST VALUES
1000
8,839
0.4%
1025
31
<0.1%
1050
44
<0.1%
1075
21
<0.1%
1100
233
<0.1%
1125
35
<0.1%
1150
41
<0.1%
1175
16
<0.1%
1200
3,334
0.2%
1225
16
<0.1%
1250
89
<0.1%
1275
52
<0.1%
1300
332
<0.1%
1325
65
<0.1%
1350
57
<0.1%
LARGEST VALUES
40000
32,998
1.5%
39975
11
<0.1%
39950
10
<0.1%
39925
14
<0.1%
39900
23
<0.1%
39875
8
<0.1%
39850
7
<0.1%
39825
13
<0.1%
39800
10
<0.1%
39775
13
<0.1%
39750
11
<0.1%
39725
12
<0.1%
39700
15
<0.1%
39675
10
<0.1%
39650
8
<0.1%
funded_amnt
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
loan_amnt
1.00
funded_amnt_inv
1.00
installment
0.95
total_pymnt_inv
0.65
total_pymnt
0.65
total_rec_int
0.58
total_rec_prncp
0.57
out_prncp_inv
0.47
out_prncp
0.47
total_bc_limit
0.37
tot_hi_cred_lim
0.34
revol_bal
0.32
last_pymnt_amnt
0.31
tot_cur_bal
0.31

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
term_ 60 months
0.39
home_ownership_MORTGAGE
0.18
home_ownership_RENT
0.16
verification_status_Verified
0.15
application_type_Joint App
0.12
initial_list_status_w
0.09
purpose_medical
0.07
grade_B
0.06
disbursement_method_DirectPay
0.05
verification_status_Source Verified
0.03
grade_D
0.03
inq_last_6mths
0.03
home_ownership_OWN
0.03
loan_status
0.02
MOST FREQUENT VALUES
10000
180,027
8.3%
20000
126,886
5.9%
15000
119,038
5.5%
12000
116,395
5.4%
35000
83,938
3.9%
5000
80,121
3.7%
8000
71,424
3.3%
6000
67,897
3.1%
16000
64,170
3.0%
25000
63,852
3.0%
30000
59,584
2.8%
24000
54,990
2.5%
18000
48,480
2.2%
7000
35,714
1.7%
14000
33,114
1.5%
SMALLEST VALUES
1000
8,839
0.4%
1025
31
<0.1%
1050
44
<0.1%
1075
21
<0.1%
1100
233
<0.1%
1125
35
<0.1%
1150
41
<0.1%
1175
16
<0.1%
1200
3,334
0.2%
1225
16
<0.1%
1250
89
<0.1%
1275
52
<0.1%
1300
332
<0.1%
1325
65
<0.1%
1350
57
<0.1%
LARGEST VALUES
40000
32,998
1.5%
39975
11
<0.1%
39950
10
<0.1%
39925
14
<0.1%
39900
23
<0.1%
39875
8
<0.1%
39850
7
<0.1%
39825
13
<0.1%
39800
10
<0.1%
39775
13
<0.1%
39750
11
<0.1%
39725
12
<0.1%
39700
15
<0.1%
39675
10
<0.1%
39650
8
<0.1%
funded_amnt_inv
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
funded_amnt
1.00
loan_amnt
1.00
installment
0.95
total_pymnt_inv
0.65
total_pymnt
0.65
total_rec_int
0.58
total_rec_prncp
0.57
out_prncp_inv
0.47
out_prncp
0.47
total_bc_limit
0.37
tot_hi_cred_lim
0.34
revol_bal
0.32
last_pymnt_amnt
0.31
tot_cur_bal
0.31

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
term_ 60 months
0.39
home_ownership_MORTGAGE
0.18
home_ownership_RENT
0.16
verification_status_Verified
0.15
application_type_Joint App
0.12
initial_list_status_w
0.09
purpose_medical
0.07
grade_B
0.06
disbursement_method_DirectPay
0.05
verification_status_Source Verified
0.03
grade_D
0.03
inq_last_6mths
0.03
home_ownership_OWN
0.03
loan_status
0.02
MOST FREQUENT VALUES
10000.0
172,512
8.0%
20000.0
118,223
5.5%
15000.0
111,995
5.2%
12000.0
110,521
5.1%
5000.0
78,346
3.6%
35000.0
74,789
3.5%
8000.0
68,841
3.2%
6000.0
66,213
3.1%
16000.0
60,394
2.8%
25000.0
59,589
2.8%
30000.0
54,761
2.5%
24000.0
50,892
2.4%
18000.0
45,114
2.1%
7000.0
34,664
1.6%
40000.0
31,411
1.5%
SMALLEST VALUES
725.0
6
<0.1%
750.0
36
<0.1%
775.0
1
<0.1%
800.0
2
<0.1%
850.0
1
<0.1%
900.0
3
<0.1%
925.0
8
<0.1%
950.0
27
<0.1%
975.0
60
<0.1%
1000.0
8,717
0.4%
1025.0
32
<0.1%
1050.0
43
<0.1%
1075.0
20
<0.1%
1100.0
231
<0.1%
1125.0
37
<0.1%
LARGEST VALUES
40000.0
31,411
1.5%
39975.0
611
<0.1%
39950.0
215
<0.1%
39925.0
58
<0.1%
39900.0
29
<0.1%
39875.0
13
<0.1%
39850.0
9
<0.1%
39825.0
13
<0.1%
39800.0
11
<0.1%
39775.0
11
<0.1%
39750.0
338
<0.1%
39725.0
232
<0.1%
39700.0
136
<0.1%
39675.0
36
<0.1%
39650.0
16
<0.1%
int_rate
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_rec_int
0.41
bc_open_to_buy
-0.30
percent_bc_gt_75
0.27
revol_util
0.26
total_bc_limit
-0.24
num_tl_op_past_12m
0.18
acc_open_past_24mths
0.17
recoveries
0.14
mo_sin_old_rev_tl_op
-0.13
tot_hi_cred_lim
-0.12
installment
0.12
total_pymnt_inv
0.10
total_pymnt
0.10
funded_amnt_inv
0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_D
0.43
term_ 60 months
0.37
grade_B
0.32
loan_status
0.21
verification_status_Verified
0.21
inq_last_6mths
0.20
purpose_credit_card
0.16
grade_C
0.14
initial_list_status_w
0.13
disbursement_method_DirectPay
0.12
home_ownership_RENT
0.07
home_ownership_MORTGAGE
0.07
debt_settlement_flag_Y
0.05
purpose_small_business
0.05
MOST FREQUENT VALUES
11.99
52,661
2.4%
5.32
46,951
2.2%
10.99
42,799
2.0%
13.99
41,215
1.9%
11.49
30,779
1.4%
16.99
30,130
1.4%
12.99
28,502
1.3%
7.89
28,364
1.3%
9.17
27,636
1.3%
15.61
24,862
1.1%
14.99
24,770
1.1%
16.02
23,097
1.1%
12.62
23,031
1.1%
13.49
22,955
1.1%
10.42
22,850
1.1%
SMALLEST VALUES
5.31
8,557
0.4%
5.32
46,951
2.2%
5.93
1,809
<0.1%
6.0
635
<0.1%
6.03
9,247
0.4%
6.07
4,977
0.2%
6.08
5,594
0.3%
6.11
13,617
0.6%
6.19
3,277
0.2%
6.24
7,456
0.3%
6.39
2,611
0.1%
6.46
4,010
0.2%
6.49
11,810
0.5%
6.62
3,911
0.2%
6.67
8,682
0.4%
LARGEST VALUES
30.99
805
<0.1%
30.94
717
<0.1%
30.89
687
<0.1%
30.84
741
<0.1%
30.79
1,538
<0.1%
30.75
1,055
<0.1%
30.74
447
<0.1%
30.65
962
<0.1%
30.49
505
<0.1%
30.17
1,212
<0.1%
29.99
629
<0.1%
29.96
145
<0.1%
29.69
1,178
<0.1%
29.67
174
<0.1%
29.49
778
<0.1%
installment
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
funded_amnt
0.95
loan_amnt
0.95
funded_amnt_inv
0.95
total_pymnt_inv
0.65
total_pymnt
0.65
total_rec_prncp
0.59
total_rec_int
0.52
out_prncp
0.39
out_prncp_inv
0.39
total_bc_limit
0.33
last_pymnt_amnt
0.30
revol_bal
0.30
tot_hi_cred_lim
0.30
tot_cur_bal
0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
verification_status_Verified
0.16
home_ownership_MORTGAGE
0.14
term_ 60 months
0.14
home_ownership_RENT
0.13
application_type_Joint App
0.10
grade_B
0.07
purpose_medical
0.06
grade_D
0.05
loan_status
0.03
purpose_small_business
0.03
verification_status_Source Verified
0.03
grade_C
0.02
disbursement_method_DirectPay
0.02
initial_list_status_w
0.02
MOST FREQUENT VALUES
301.15
4,405
0.2%
332.1
4,092
0.2%
361.38
3,680
0.2%
327.34
3,285
0.2%
602.3
3,084
0.1%
451.73
3,061
0.1%
329.72
2,572
0.1%
166.05
2,440
0.1%
498.15
2,366
0.1%
180.69
2,348
0.1%
318.79
2,292
0.1%
240.92
2,286
0.1%
664.2
2,215
0.1%
398.52
2,191
0.1%
312.86
2,181
0.1%
SMALLEST VALUES
4.93
1
<0.1%
7.61
1
<0.1%
14.01
1
<0.1%
14.77
1
<0.1%
23.26
1
<0.1%
23.36
1
<0.1%
25.81
1
<0.1%
25.86
1
<0.1%
27.85
1
<0.1%
28.82
2
<0.1%
29.0
1
<0.1%
29.52
1
<0.1%
29.76
1
<0.1%
29.83
1
<0.1%
30.12
89
<0.1%
LARGEST VALUES
1719.83
2
<0.1%
1717.63
1
<0.1%
1715.42
2
<0.1%
1714.54
5
<0.1%
1691.28
2
<0.1%
1670.15
1
<0.1%
1647.03
1
<0.1%
1628.08
2
<0.1%
1618.24
3
<0.1%
1618.03
7
<0.1%
1608.09
1
<0.1%
1607.8
6
<0.1%
1599.83
1
<0.1%
1598.26
1
<0.1%
1597.6
6
<0.1%
annual_inc
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
tot_hi_cred_lim
0.26
tot_cur_bal
0.25
total_bal_ex_mort
0.21
funded_amnt_inv
0.20
loan_amnt
0.20
funded_amnt
0.20
installment
0.19
revol_bal
0.19
total_bc_limit
0.18
total_pymnt_inv
0.13
total_pymnt
0.13
mort_acc
0.13
total_rec_prncp
0.13
bc_open_to_buy
0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership_MORTGAGE
0.09
home_ownership_RENT
0.08
application_type_Joint App
0.04
term_ 60 months
0.04
verification_status_Source Verified
0.03
initial_list_status_w
0.03
grade_D
0.03
loan_status
0.02
inq_last_6mths
0.02
grade_C
0.02
home_ownership_OWN
0.02
purpose_small_business
0.02
debt_settlement_flag_Y
0.01
num_tl_30dpd
0.01
MOST FREQUENT VALUES
60000.0
83,548
3.9%
50000.0
73,331
3.4%
65000.0
62,663
2.9%
70000.0
60,018
2.8%
80000.0
57,852
2.7%
40000.0
57,092
2.6%
75000.0
56,359
2.6%
45000.0
52,181
2.4%
55000.0
49,705
2.3%
100000.0
45,570
2.1%
90000.0
43,317
2.0%
85000.0
39,703
1.8%
120000.0
36,187
1.7%
35000.0
34,949
1.6%
30000.0
32,967
1.5%
SMALLEST VALUES
0.0
3
<0.1%
15.0
1
<0.1%
16.0
1
<0.1%
20.0
3
<0.1%
23.0
1
<0.1%
25.0
2
<0.1%
32.0
1
<0.1%
33.0
1
<0.1%
36.0
1
<0.1%
39.0
1
<0.1%
40.0
1
<0.1%
50.0
2
<0.1%
60.0
2
<0.1%
66.0
1
<0.1%
70.0
2
<0.1%
LARGEST VALUES
110000000.0
1
<0.1%
61000000.0
1
<0.1%
10999200.0
1
<0.1%
9930475.0
1
<0.1%
9757200.0
1
<0.1%
9573072.0
1
<0.1%
9550000.0
1
<0.1%
9522972.0
1
<0.1%
9500000.0
1
<0.1%
9300086.0
1
<0.1%
9300000.0
1
<0.1%
9225000.0
1
<0.1%
9000000.0
3
<0.1%
8900060.0
1
<0.1%
8900000.0
1
<0.1%
inq_last_6mths
MISSING:
---
TOP CATEGORIES
0.0
1.3M
61%
1.0
558,951
26%
2.0
188,529
9%
3.0
63,395
3%
4.0
16,083
<1%
5.0
5,543
<1%
6.0
858
<1%
7.0
3
<1%
8.0
1
<1%
ALL
2.2M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
inq_last_6mths
PROVIDES INFORMATION ON...
loan_status
0.01
grade_D
0.01
home_ownership_OTHER
0.01
application_type_Joint App
0.01
disbursement_method_DirectPay
0.01
initial_list_status_w
0.01
verification_status_Verified
0.00
grade_B
0.00
debt_settlement_flag_Y
0.00
purpose_small_business
0.00
grade_C
0.00
purpose_house
0.00
pymnt_plan_y
0.00
purpose_credit_card
0.00

THESE FEATURES
GIVE INFORMATION
ON inq_last_6mths:
grade_D
0.00
loan_status
0.00
initial_list_status_w
0.00
verification_status_Verified
0.00
grade_B
0.00
application_type_Joint App
0.00
disbursement_method_DirectPay
0.00
grade_C
0.00
purpose_credit_card
0.00
home_ownership_RENT
0.00
home_ownership_MORTGAGE
0.00
debt_settlement_flag_Y
0.00
purpose_small_business
0.00
verification_status_Source Verified
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
inq_last_6mths
CORRELATION RATIO WITH...
num_tl_op_past_12m
0.34
acc_open_past_24mths
0.29
int_rate
0.20
num_op_rev_tl
0.15
open_acc
0.15
num_sats
0.15
mths_since_recent_bc
0.14
num_bc_tl
0.14
num_actv_rev_tl
0.13
num_bc_sats
0.12
out_prncp_inv
0.09
out_prncp
0.09
revol_util
0.08
pub_rec
0.07
pub_rec
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
tax_liens
0.70
total_bc_limit
-0.13
acc_open_past_24mths
0.09
revol_bal
-0.09
bc_open_to_buy
-0.09
num_tl_op_past_12m
0.08
tot_hi_cred_lim
-0.07
tot_cur_bal
-0.06
funded_amnt_inv
-0.06
loan_amnt
-0.06
funded_amnt
-0.06
out_prncp_inv
-0.06
out_prncp
-0.06
total_bal_ex_mort
-0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
inq_last_6mths
0.07
loan_status
0.03
grade_C
0.03
verification_status_Source Verified
0.03
purpose_credit_card
0.03
disbursement_method_DirectPay
0.03
grade_D
0.02
term_ 60 months
0.02
application_type_Joint App
0.02
verification_status_Verified
0.02
initial_list_status_w
0.01
purpose_small_business
0.01
grade_B
0.01
debt_settlement_flag_Y
0.01
MOST FREQUENT VALUES
0.0
1.8M
83.8%
1.0
298,586
13.8%
2.0
33,687
1.6%
3.0
10,450
0.5%
4.0
3,823
0.2%
5.0
1,828
<0.1%
6.0
927
<0.1%
7.0
424
<0.1%
8.0
240
<0.1%
9.0
142
<0.1%
10.0
90
<0.1%
11.0
58
<0.1%
12.0
33
<0.1%
13.0
30
<0.1%
14.0
12
<0.1%
SMALLEST VALUES
0.0
1.8M
83.8%
1.0
298,586
13.8%
2.0
33,687
1.6%
3.0
10,450
0.5%
4.0
3,823
0.2%
5.0
1,828
<0.1%
6.0
927
<0.1%
7.0
424
<0.1%
8.0
240
<0.1%
9.0
142
<0.1%
10.0
90
<0.1%
11.0
58
<0.1%
12.0
33
<0.1%
13.0
30
<0.1%
14.0
12
<0.1%
LARGEST VALUES
86.0
1
<0.1%
63.0
1
<0.1%
61.0
2
<0.1%
54.0
1
<0.1%
52.0
1
<0.1%
49.0
2
<0.1%
47.0
1
<0.1%
46.0
1
<0.1%
45.0
1
<0.1%
44.0
1
<0.1%
40.0
1
<0.1%
37.0
1
<0.1%
34.0
1
<0.1%
32.0
1
<0.1%
31.0
1
<0.1%
revol_bal
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_bal_ex_mort
0.51
total_bc_limit
0.48
tot_hi_cred_lim
0.47
tot_cur_bal
0.44
loan_amnt
0.32
funded_amnt
0.32
funded_amnt_inv
0.32
num_actv_rev_tl
0.31
installment
0.30
num_bc_sats
0.28
revol_util
0.25
num_op_rev_tl
0.24
total_pymnt_inv
0.24
total_pymnt
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership_RENT
0.16
home_ownership_MORTGAGE
0.15
term_ 60 months
0.08
purpose_credit_card
0.07
verification_status_Verified
0.06
disbursement_method_DirectPay
0.05
initial_list_status_w
0.02
loan_status
0.02
purpose_house
0.02
purpose_medical
0.02
grade_D
0.02
inq_last_6mths
0.01
grade_C
0.01
purpose_small_business
0.01
MOST FREQUENT VALUES
0
8,139
0.4%
8
210
<0.1%
6312
154
<0.1%
10
154
<0.1%
2
153
<0.1%
5849
152
<0.1%
5235
152
<0.1%
6118
150
<0.1%
5453
150
<0.1%
5265
149
<0.1%
4
146
<0.1%
5296
145
<0.1%
5997
144
<0.1%
5570
143
<0.1%
5886
142
<0.1%
SMALLEST VALUES
0
8,139
0.4%
1
104
<0.1%
2
153
<0.1%
3
138
<0.1%
4
146
<0.1%
5
142
<0.1%
6
131
<0.1%
7
117
<0.1%
8
210
<0.1%
9
128
<0.1%
10
154
<0.1%
11
100
<0.1%
12
116
<0.1%
13
95
<0.1%
14
115
<0.1%
LARGEST VALUES
2904836
1
<0.1%
2568995
1
<0.1%
2560703
1
<0.1%
2559552
1
<0.1%
2358150
1
<0.1%
1830688
1
<0.1%
1803041
1
<0.1%
1746716
1
<0.1%
1743266
1
<0.1%
1696796
1
<0.1%
1630818
1
<0.1%
1470945
1
<0.1%
1392002
1
<0.1%
1298783
1
<0.1%
1241185
1
<0.1%
out_prncp
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
out_prncp_inv
1.00
funded_amnt_inv
0.47
funded_amnt
0.47
loan_amnt
0.47
installment
0.39
total_rec_prncp
-0.30
last_pymnt_amnt
-0.28
total_pymnt
-0.23
total_pymnt_inv
-0.23
total_bc_limit
0.21
bc_open_to_buy
0.16
tot_hi_cred_lim
0.15
total_bal_ex_mort
0.13
tot_cur_bal
0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
term_ 60 months
0.29
application_type_Joint App
0.25
disbursement_method_DirectPay
0.24
initial_list_status_w
0.23
loan_status
0.18
inq_last_6mths
0.09
debt_settlement_flag_Y
0.07
home_ownership_MORTGAGE
0.06
home_ownership_RENT
0.06
purpose_medical
0.02
hardship_flag_Y
0.02
verification_status_Verified
0.02
pymnt_plan_y
0.02
purpose_house
0.02
MOST FREQUENT VALUES
0.0
1.2M
56.8%
8717.99
301
<0.1%
9009.59
284
<0.1%
8457.66
283
<0.1%
9493.69
276
<0.1%
8977.01
274
<0.1%
9510.8
257
<0.1%
9051.41
229
<0.1%
9001.08
229
<0.1%
9506.32
227
<0.1%
8503.85
225
<0.1%
8757.61
215
<0.1%
8992.34
210
<0.1%
8479.38
210
<0.1%
33830.65
204
<0.1%
SMALLEST VALUES
0.0
1.2M
56.8%
0.01
3
<0.1%
0.02
4
<0.1%
0.03
3
<0.1%
0.04
5
<0.1%
0.05
1
<0.1%
0.06
3
<0.1%
0.07
5
<0.1%
0.08
7
<0.1%
0.09
7
<0.1%
0.1
6
<0.1%
0.11
7
<0.1%
0.12
4
<0.1%
0.13
6
<0.1%
0.14
2
<0.1%
LARGEST VALUES
40000.0
3
<0.1%
39982.36
1
<0.1%
39800.0
1
<0.1%
39662.62
1
<0.1%
39616.66
1
<0.1%
39595.02
3
<0.1%
39571.5
1
<0.1%
39571.49
2
<0.1%
39562.29
1
<0.1%
39562.28
1
<0.1%
39548.64
2
<0.1%
39541.82
1
<0.1%
39530.36
1
<0.1%
39522.95
2
<0.1%
39522.94
1
<0.1%
out_prncp_inv
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
out_prncp
1.00
funded_amnt_inv
0.47
funded_amnt
0.47
loan_amnt
0.47
installment
0.39
total_rec_prncp
-0.30
last_pymnt_amnt
-0.28
total_pymnt
-0.23
total_pymnt_inv
-0.23
total_bc_limit
0.21
bc_open_to_buy
0.16
tot_hi_cred_lim
0.15
total_bal_ex_mort
0.13
tot_cur_bal
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
term_ 60 months
0.29
application_type_Joint App
0.25
disbursement_method_DirectPay
0.24
initial_list_status_w
0.23
loan_status
0.18
inq_last_6mths
0.09
debt_settlement_flag_Y
0.07
home_ownership_MORTGAGE
0.06
home_ownership_RENT
0.06
purpose_medical
0.02
hardship_flag_Y
0.02
verification_status_Verified
0.02
pymnt_plan_y
0.02
purpose_house
0.02
MOST FREQUENT VALUES
0.0
1.2M
56.8%
8717.99
299
<0.1%
8457.66
281
<0.1%
9009.59
279
<0.1%
9493.69
274
<0.1%
8977.01
270
<0.1%
9510.8
252
<0.1%
9001.08
225
<0.1%
8503.85
225
<0.1%
9051.41
223
<0.1%
9506.32
220
<0.1%
8757.61
214
<0.1%
8479.38
208
<0.1%
8992.34
207
<0.1%
8747.25
202
<0.1%
SMALLEST VALUES
0.0
1.2M
56.8%
0.01
3
<0.1%
0.02
4
<0.1%
0.03
3
<0.1%
0.04
5
<0.1%
0.05
1
<0.1%
0.06
3
<0.1%
0.07
5
<0.1%
0.08
7
<0.1%
0.09
7
<0.1%
0.1
6
<0.1%
0.11
7
<0.1%
0.12
4
<0.1%
0.13
6
<0.1%
0.14
2
<0.1%
LARGEST VALUES
40000.0
3
<0.1%
39982.36
1
<0.1%
39800.0
1
<0.1%
39662.62
1
<0.1%
39616.66
1
<0.1%
39595.02
3
<0.1%
39571.5
1
<0.1%
39571.49
2
<0.1%
39562.29
1
<0.1%
39562.28
1
<0.1%
39548.64
2
<0.1%
39541.82
1
<0.1%
39530.36
1
<0.1%
39522.95
2
<0.1%
39522.94
1
<0.1%
total_pymnt
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_pymnt_inv
1.00
total_rec_prncp
0.97
total_rec_int
0.69
funded_amnt
0.65
loan_amnt
0.65
funded_amnt_inv
0.65
installment
0.65
last_pymnt_amnt
0.59
revol_bal
0.24
tot_hi_cred_lim
0.24
out_prncp
-0.23
out_prncp_inv
-0.23
tot_cur_bal
0.23
mort_acc
0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
term_ 60 months
0.21
verification_status_Verified
0.17
disbursement_method_DirectPay
0.15
home_ownership_MORTGAGE
0.15
loan_status
0.13
home_ownership_RENT
0.13
initial_list_status_w
0.10
application_type_Joint App
0.08
purpose_medical
0.05
grade_B
0.05
grade_D
0.04
inq_last_6mths
0.03
home_ownership_OWN
0.03
verification_status_Source Verified
0.02
MOST FREQUENT VALUES
0.0
953
<0.1%
1215.49
193
<0.1%
1257.3
176
<0.1%
11258.436374353
167
<0.1%
1246.16
157
<0.1%
10838.354836394
154
<0.1%
1234.95
152
<0.1%
13510.128585992
148
<0.1%
1824.93
147
<0.1%
4861.94
144
<0.1%
1520.21
144
<0.1%
16257.527561524
143
<0.1%
1313.58
141
<0.1%
609.03
140
<0.1%
1854.43
133
<0.1%
SMALLEST VALUES
0.0
953
<0.1%
10.0
1
<0.1%
16.58
1
<0.1%
17.58
1
<0.1%
20.86
1
<0.1%
25.0
2
<0.1%
30.0
1
<0.1%
30.09
1
<0.1%
30.7
1
<0.1%
31.33
1
<0.1%
31.91
1
<0.1%
32.36
1
<0.1%
33.63
1
<0.1%
33.85
1
<0.1%
34.41
1
<0.1%
LARGEST VALUES
63296.877868241
1
<0.1%
62948.9909562492
1
<0.1%
62884.7973822952
1
<0.1%
62862.5067348588
1
<0.1%
62837.6396853462
1
<0.1%
62760.9138832605
1
<0.1%
62738.2043401197
1
<0.1%
62707.6146494369
1
<0.1%
62687.0308919774
1
<0.1%
62686.3881670068
1
<0.1%
62670.3823153542
1
<0.1%
62663.6183361278
1
<0.1%
62663.6183025399
1
<0.1%
62493.7466664384
1
<0.1%
62451.0081635971
1
<0.1%
total_pymnt_inv
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_pymnt
1.00
total_rec_prncp
0.97
total_rec_int
0.69
funded_amnt
0.65
loan_amnt
0.65
funded_amnt_inv
0.65
installment
0.65
last_pymnt_amnt
0.59
revol_bal
0.24
tot_hi_cred_lim
0.24
out_prncp
-0.23
out_prncp_inv
-0.23
tot_cur_bal
0.23
mort_acc
0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
term_ 60 months
0.21
verification_status_Verified
0.17
disbursement_method_DirectPay
0.15
home_ownership_MORTGAGE
0.15
loan_status
0.13
home_ownership_RENT
0.13
initial_list_status_w
0.10
application_type_Joint App
0.08
purpose_medical
0.05
grade_B
0.05
grade_D
0.04
inq_last_6mths
0.03
home_ownership_OWN
0.03
verification_status_Source Verified
0.02
MOST FREQUENT VALUES
0.0
953
<0.1%
11784.23
254
<0.1%
11258.44
232
<0.1%
11431.12
225
<0.1%
11471.31
218
<0.1%
12128.02
206
<0.1%
11955.4
200
<0.1%
13510.13
193
<0.1%
1215.49
190
<0.1%
10838.35
189
<0.1%
16887.64
175
<0.1%
1257.3
173
<0.1%
11977.77
168
<0.1%
16257.53
164
<0.1%
5735.63
164
<0.1%
SMALLEST VALUES
0.0
953
<0.1%
10.0
1
<0.1%
16.58
1
<0.1%
17.58
1
<0.1%
20.86
1
<0.1%
25.0
2
<0.1%
30.0
1
<0.1%
30.09
1
<0.1%
30.7
1
<0.1%
31.33
1
<0.1%
31.91
1
<0.1%
32.36
1
<0.1%
33.63
1
<0.1%
33.85
1
<0.1%
34.41
1
<0.1%
LARGEST VALUES
63296.88
1
<0.1%
62904.03
1
<0.1%
62862.51
1
<0.1%
62839.88
1
<0.1%
62837.64
1
<0.1%
62760.91
1
<0.1%
62693.39
1
<0.1%
62687.03
1
<0.1%
62686.39
1
<0.1%
62670.38
1
<0.1%
62663.62
2
<0.1%
62662.82
1
<0.1%
62451.01
1
<0.1%
62412.69
1
<0.1%
62410.42
1
<0.1%
total_rec_prncp
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_pymnt
0.97
total_pymnt_inv
0.97
last_pymnt_amnt
0.67
installment
0.59
funded_amnt
0.57
loan_amnt
0.57
funded_amnt_inv
0.57
total_rec_int
0.50
out_prncp
-0.30
out_prncp_inv
-0.30
tot_hi_cred_lim
0.24
tot_cur_bal
0.23
total_bc_limit
0.22
revol_bal
0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
loan_status
0.22
home_ownership_MORTGAGE
0.14
disbursement_method_DirectPay
0.14
verification_status_Verified
0.14
home_ownership_RENT
0.13
initial_list_status_w
0.09
application_type_Joint App
0.08
term_ 60 months
0.08
debt_settlement_flag_Y
0.05
purpose_medical
0.05
home_ownership_OWN
0.02
inq_last_6mths
0.02
purpose_credit_card
0.02
verification_status_Source Verified
0.02
MOST FREQUENT VALUES
10000.0
73,610
3.4%
12000.0
53,754
2.5%
15000.0
51,986
2.4%
20000.0
51,167
2.4%
5000.0
36,306
1.7%
35000.0
36,092
1.7%
8000.0
35,869
1.7%
6000.0
33,955
1.6%
16000.0
26,454
1.2%
25000.0
24,531
1.1%
24000.0
24,097
1.1%
18000.0
22,392
1.0%
30000.0
20,434
0.9%
7000.0
18,093
0.8%
28000.0
15,242
0.7%
SMALLEST VALUES
0.0
2,375
0.1%
0.01
1
<0.1%
2.13
1
<0.1%
5.03
1
<0.1%
5.62
1
<0.1%
10.07
1
<0.1%
13.75
1
<0.1%
15.18
1
<0.1%
16.37
1
<0.1%
17.23
1
<0.1%
17.27
1
<0.1%
17.64
1
<0.1%
18.8
1
<0.1%
18.82
2
<0.1%
19.31
1
<0.1%
LARGEST VALUES
40000.0
4,892
0.2%
39999.93
1
<0.1%
39989.79
1
<0.1%
39975.0
4
<0.1%
39950.61
1
<0.1%
39950.0
1
<0.1%
39900.0
5
<0.1%
39895.43
1
<0.1%
39864.02
1
<0.1%
39850.0
1
<0.1%
39825.0
3
<0.1%
39800.0
2
<0.1%
39775.0
7
<0.1%
39758.91
1
<0.1%
39750.0
2
<0.1%
total_rec_int
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_pymnt
0.69
total_pymnt_inv
0.69
loan_amnt
0.58
funded_amnt
0.58
funded_amnt_inv
0.58
installment
0.52
total_rec_prncp
0.50
int_rate
0.41
revol_util
0.23
percent_bc_gt_75
0.18
revol_bal
0.18
total_bal_ex_mort
0.15
num_actv_rev_tl
0.15
tot_cur_bal
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
term_ 60 months
0.49
verification_status_Verified
0.19
grade_B
0.16
grade_D
0.16
disbursement_method_DirectPay
0.11
home_ownership_MORTGAGE
0.10
home_ownership_RENT
0.08
initial_list_status_w
0.06
inq_last_6mths
0.06
loan_status
0.05
grade_C
0.05
purpose_credit_card
0.04
purpose_medical
0.04
debt_settlement_flag_Y
0.04
MOST FREQUENT VALUES
0.0
2,462
0.1%
1784.23
291
<0.1%
1431.12
267
<0.1%
1258.44
242
<0.1%
1955.4
241
<0.1%
1471.31
239
<0.1%
2128.02
223
<0.1%
2862.28
219
<0.1%
1977.77
218
<0.1%
2148.9
205
<0.1%
1510.13
202
<0.1%
192.5
202
<0.1%
1913.55
194
<0.1%
838.35
193
<0.1%
2528.96
191
<0.1%
SMALLEST VALUES
0.0
2,462
0.1%
0.01
27
<0.1%
0.06
1
<0.1%
0.07
2
<0.1%
0.12
1
<0.1%
0.18
1
<0.1%
0.19
1
<0.1%
0.2
2
<0.1%
0.25
1
<0.1%
0.27
3
<0.1%
0.29
2
<0.1%
0.32
2
<0.1%
0.33
2
<0.1%
0.34
2
<0.1%
0.35
1
<0.1%
LARGEST VALUES
28192.5
1
<0.1%
27948.99
1
<0.1%
27884.8
1
<0.1%
27862.51
1
<0.1%
27837.64
1
<0.1%
27814.3
1
<0.1%
27811.54
1
<0.1%
27760.91
1
<0.1%
27738.2
1
<0.1%
27707.61
1
<0.1%
27687.03
1
<0.1%
27686.39
1
<0.1%
27670.38
1
<0.1%
27663.62
2
<0.1%
27493.75
1
<0.1%
total_rec_late_fee
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_rec_int
0.12
installment
0.09
funded_amnt
0.07
loan_amnt
0.07
funded_amnt_inv
0.07
int_rate
0.07
total_pymnt
0.07
total_pymnt_inv
0.07
recoveries
0.07
delinq_2yrs
0.04
revol_util
0.03
total_rec_prncp
0.03
total_bal_ex_mort
0.03
percent_bc_gt_75
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
loan_status
0.13
debt_settlement_flag_Y
0.07
hardship_flag_Y
0.04
pymnt_plan_y
0.03
verification_status_Verified
0.03
grade_D
0.03
grade_B
0.03
term_ 60 months
0.02
disbursement_method_DirectPay
0.02
inq_last_6mths
0.02
purpose_credit_card
0.02
purpose_small_business
0.01
initial_list_status_w
0.01
home_ownership_RENT
0.01
MOST FREQUENT VALUES
0.0
2.1M
96.3%
15.0
17,098
0.8%
30.0
3,519
0.2%
45.0
1,178
<0.1%
60.0
487
<0.1%
75.0
242
<0.1%
16.61
126
<0.1%
90.0
119
<0.1%
16.37
111
<0.1%
15.94
110
<0.1%
16.49
95
<0.1%
17.09
95
<0.1%
16.78
87
<0.1%
17.58
86
<0.1%
25.0
81
<0.1%
SMALLEST VALUES
-9.5e-09
1
<0.1%
-5.1e-09
1
<0.1%
-3.9e-09
1
<0.1%
-2e-09
1
<0.1%
-1.8e-09
1
<0.1%
-7e-10
1
<0.1%
-5e-10
1
<0.1%
-2e-10
1
<0.1%
0.0
2.1M
96.3%
1e-10
9
<0.1%
2e-10
6
<0.1%
3e-10
7
<0.1%
4e-10
1
<0.1%
5e-10
2
<0.1%
6e-10
3
<0.1%
LARGEST VALUES
1427.25
1
<0.1%
1188.83
1
<0.1%
1098.360001362
1
<0.1%
955.92
1
<0.1%
936.6
1
<0.1%
935.7000020477
1
<0.1%
929.8000024764
1
<0.1%
890.28
1
<0.1%
886.8000000764
1
<0.1%
879.75
1
<0.1%
874.17
1
<0.1%
864.04
1
<0.1%
830.85
1
<0.1%
827.64
1
<0.1%
801.04
1
<0.1%
recoveries
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
int_rate
0.14
loan_amnt
0.12
funded_amnt
0.12
funded_amnt_inv
0.12
installment
0.12
out_prncp
-0.11
out_prncp_inv
-0.11
total_rec_prncp
-0.11
last_pymnt_amnt
-0.09
total_rec_int
0.08
total_rec_late_fee
0.07
acc_open_past_24mths
0.06
num_tl_op_past_12m
0.05
revol_util
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
loan_status
0.49
debt_settlement_flag_Y
0.37
term_ 60 months
0.11
verification_status_Verified
0.07
grade_B
0.06
inq_last_6mths
0.05
grade_D
0.05
initial_list_status_w
0.03
disbursement_method_DirectPay
0.03
application_type_Joint App
0.03
purpose_credit_card
0.02
purpose_small_business
0.01
purpose_medical
0.01
num_tl_30dpd
0.01
MOST FREQUENT VALUES
0.0
2.0M
92.4%
100.0
812
<0.1%
50.0
778
<0.1%
150.0
609
<0.1%
200.0
460
<0.1%
25.0
348
<0.1%
75.0
303
<0.1%
250.0
295
<0.1%
300.0
287
<0.1%
400.0
204
<0.1%
125.0
199
<0.1%
600.0
177
<0.1%
500.0
164
<0.1%
225.0
143
<0.1%
175.0
128
<0.1%
SMALLEST VALUES
0.0
2.0M
92.4%
0.01
6
<0.1%
0.02
13
<0.1%
0.03
21
<0.1%
0.04
31
<0.1%
0.05
17
<0.1%
0.06
50
<0.1%
0.07
13
<0.1%
0.08
44
<0.1%
0.09
30
<0.1%
0.1
38
<0.1%
0.11
11
<0.1%
0.12
67
<0.1%
0.13
10
<0.1%
0.14
26
<0.1%
LARGEST VALUES
39859.55
1
<0.1%
39444.37
1
<0.1%
37153.46
1
<0.1%
36578.54
1
<0.1%
35581.88
1
<0.1%
34740.4
1
<0.1%
34294.1
1
<0.1%
33666.34
1
<0.1%
33522.14
1
<0.1%
33457.46
1
<0.1%
33407.16
1
<0.1%
33122.07
1
<0.1%
32539.42
1
<0.1%
32321.34
1
<0.1%
31584.0
1
<0.1%
last_pymnt_amnt
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_rec_prncp
0.67
total_pymnt_inv
0.59
total_pymnt
0.59
funded_amnt
0.31
loan_amnt
0.31
funded_amnt_inv
0.31
installment
0.30
out_prncp
-0.28
out_prncp_inv
-0.28
mort_acc
0.16
tot_hi_cred_lim
0.15
tot_cur_bal
0.15
num_bc_tl
0.11
total_bc_limit
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
loan_status
0.18
term_ 60 months
0.14
home_ownership_MORTGAGE
0.11
home_ownership_RENT
0.10
verification_status_Verified
0.08
disbursement_method_DirectPay
0.07
debt_settlement_flag_Y
0.06
inq_last_6mths
0.04
grade_B
0.03
application_type_Joint App
0.03
initial_list_status_w
0.03
grade_D
0.03
purpose_medical
0.02
purpose_credit_card
0.02
MOST FREQUENT VALUES
50.0
3,013
0.1%
0.0
2,662
0.1%
100.0
1,992
<0.1%
301.15
1,962
<0.1%
332.1
1,888
<0.1%
361.38
1,851
<0.1%
309.74
1,535
<0.1%
320.05
1,469
<0.1%
324.65
1,455
<0.1%
304.72
1,392
<0.1%
326.97
1,374
<0.1%
329.72
1,369
<0.1%
602.3
1,318
<0.1%
335.12
1,310
<0.1%
313.23
1,305
<0.1%
SMALLEST VALUES
0.0
2,662
0.1%
0.01
564
<0.1%
0.02
87
<0.1%
0.03
75
<0.1%
0.04
69
<0.1%
0.05
65
<0.1%
0.06
69
<0.1%
0.07
62
<0.1%
0.08
68
<0.1%
0.09
65
<0.1%
0.1
76
<0.1%
0.11
79
<0.1%
0.12
74
<0.1%
0.13
84
<0.1%
0.14
80
<0.1%
LARGEST VALUES
42192.05
1
<0.1%
42148.53
1
<0.1%
42005.2
1
<0.1%
41453.07
1
<0.1%
41434.0
1
<0.1%
41418.34
1
<0.1%
41399.44
1
<0.1%
41353.67
1
<0.1%
41301.78
1
<0.1%
41290.09
1
<0.1%
41253.54
1
<0.1%
41249.67
1
<0.1%
41222.53
1
<0.1%
41212.18
1
<0.1%
41130.99
1
<0.1%
collections_12_mths_ex_med
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
delinq_2yrs
0.07
num_accts_ever_120_pd
0.05
chargeoff_within_12_mths
0.04
revol_util
-0.04
percent_bc_gt_75
-0.03
total_bc_limit
-0.03
revol_bal
-0.03
funded_amnt_inv
-0.02
loan_amnt
-0.02
funded_amnt
-0.02
total_rec_prncp
-0.02
total_pymnt_inv
-0.02
total_pymnt
-0.02
installment
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
inq_last_6mths
0.01
purpose_credit_card
0.01
grade_C
0.01
application_type_Joint App
0.01
verification_status_Source Verified
0.01
term_ 60 months
0.01
loan_status
0.01
grade_D
0.01
home_ownership_MORTGAGE
0.01
home_ownership_RENT
0.01
initial_list_status_w
0.00
home_ownership_OWN
0.00
purpose_house
0.00
grade_B
0.00
MOST FREQUENT VALUES
0.0
2.1M
98.3%
1.0
34,267
1.6%
2.0
2,290
0.1%
3.0
270
<0.1%
4.0
90
<0.1%
5.0
36
<0.1%
6.0
17
<0.1%
7.0
7
<0.1%
8.0
4
<0.1%
9.0
3
<0.1%
10.0
2
<0.1%
20.0
2
<0.1%
12.0
2
<0.1%
11.0
1
<0.1%
14.0
1
<0.1%
SMALLEST VALUES
0.0
2.1M
98.3%
1.0
34,267
1.6%
2.0
2,290
0.1%
3.0
270
<0.1%
4.0
90
<0.1%
5.0
36
<0.1%
6.0
17
<0.1%
7.0
7
<0.1%
8.0
4
<0.1%
9.0
3
<0.1%
10.0
2
<0.1%
11.0
1
<0.1%
12.0
2
<0.1%
14.0
1
<0.1%
16.0
1
<0.1%
LARGEST VALUES
20.0
2
<0.1%
16.0
1
<0.1%
14.0
1
<0.1%
12.0
2
<0.1%
11.0
1
<0.1%
10.0
2
<0.1%
9.0
3
<0.1%
8.0
4
<0.1%
7.0
7
<0.1%
6.0
17
<0.1%
5.0
36
<0.1%
4.0
90
<0.1%
3.0
270
<0.1%
2.0
2,290
0.1%
1.0
34,267
1.6%
tot_cur_bal
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
tot_hi_cred_lim
0.98
mort_acc
0.54
total_bal_ex_mort
0.53
revol_bal
0.44
total_bc_limit
0.32
funded_amnt_inv
0.31
funded_amnt
0.31
loan_amnt
0.31
installment
0.28
num_sats
0.26
open_acc
0.26
annual_inc
0.25
total_pymnt_inv
0.23
total_pymnt
0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership_MORTGAGE
0.49
home_ownership_RENT
0.46
term_ 60 months
0.11
home_ownership_OWN
0.07
verification_status_Verified
0.06
application_type_Joint App
0.06
loan_status
0.05
initial_list_status_w
0.04
grade_D
0.04
grade_C
0.04
inq_last_6mths
0.03
num_tl_30dpd
0.02
verification_status_Source Verified
0.02
disbursement_method_DirectPay
0.02
MOST FREQUENT VALUES
0.0
792
<0.1%
14186.0
41
<0.1%
23772.0
39
<0.1%
19923.0
38
<0.1%
20275.0
38
<0.1%
22831.0
38
<0.1%
23607.0
38
<0.1%
20157.0
38
<0.1%
23442.0
38
<0.1%
23541.0
37
<0.1%
18441.0
37
<0.1%
20084.0
37
<0.1%
35185.0
37
<0.1%
23915.0
37
<0.1%
20912.0
37
<0.1%
SMALLEST VALUES
0.0
792
<0.1%
1.0
12
<0.1%
2.0
14
<0.1%
3.0
19
<0.1%
4.0
12
<0.1%
5.0
16
<0.1%
6.0
14
<0.1%
7.0
7
<0.1%
8.0
17
<0.1%
9.0
17
<0.1%
10.0
14
<0.1%
11.0
18
<0.1%
12.0
13
<0.1%
13.0
9
<0.1%
14.0
15
<0.1%
LARGEST VALUES
9971659.0
1
<0.1%
5752177.0
1
<0.1%
5445012.0
1
<0.1%
5327039.0
1
<0.1%
5172185.0
1
<0.1%
4772549.0
1
<0.1%
4535114.0
1
<0.1%
4447397.0
1
<0.1%
4404194.0
1
<0.1%
4348538.0
1
<0.1%
4170862.0
1
<0.1%
4151547.0
1
<0.1%
4127799.0
1
<0.1%
4089463.0
1
<0.1%
4035706.0
1
<0.1%
acc_open_past_24mths
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
num_tl_op_past_12m
0.76
open_acc
0.49
num_sats
0.49
num_op_rev_tl
0.47
mths_since_recent_bc
-0.34
num_actv_rev_tl
0.34
num_bc_sats
0.31
num_bc_tl
0.30
num_il_tl
0.25
revol_util
-0.22
int_rate
0.17
percent_bc_gt_75
-0.16
total_bal_ex_mort
0.16
bc_open_to_buy
0.13

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
inq_last_6mths
0.29
loan_status
0.09
grade_D
0.08
verification_status_Verified
0.07
home_ownership_RENT
0.07
home_ownership_MORTGAGE
0.07
grade_B
0.06
grade_C
0.04
purpose_credit_card
0.04
debt_settlement_flag_Y
0.04
application_type_Joint App
0.03
term_ 60 months
0.03
initial_list_status_w
0.02
verification_status_Source Verified
0.01
MOST FREQUENT VALUES
3.0
323,477
15.0%
4.0
300,683
13.9%
2.0
297,506
13.8%
5.0
252,915
11.7%
1.0
216,075
10.0%
6.0
198,377
9.2%
7.0
147,146
6.8%
8.0
104,686
4.8%
0.0
96,356
4.5%
9.0
72,567
3.4%
10.0
49,683
2.3%
11.0
33,012
1.5%
12.0
22,159
1.0%
13.0
14,767
0.7%
14.0
10,176
0.5%
SMALLEST VALUES
0.0
96,356
4.5%
1.0
216,075
10.0%
2.0
297,506
13.8%
3.0
323,477
15.0%
4.0
300,683
13.9%
5.0
252,915
11.7%
6.0
198,377
9.2%
7.0
147,146
6.8%
8.0
104,686
4.8%
9.0
72,567
3.4%
10.0
49,683
2.3%
11.0
33,012
1.5%
12.0
22,159
1.0%
13.0
14,767
0.7%
14.0
10,176
0.5%
LARGEST VALUES
64.0
1
<0.1%
61.0
1
<0.1%
56.0
1
<0.1%
55.0
1
<0.1%
54.0
3
<0.1%
53.0
1
<0.1%
50.0
2
<0.1%
49.0
2
<0.1%
48.0
2
<0.1%
47.0
2
<0.1%
46.0
5
<0.1%
45.0
5
<0.1%
44.0
2
<0.1%
43.0
3
<0.1%
42.0
5
<0.1%
bc_open_to_buy
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_bc_limit
0.84
num_bc_sats
0.49
revol_util
-0.48
percent_bc_gt_75
-0.44
num_bc_tl
0.43
num_op_rev_tl
0.37
num_sats
0.32
open_acc
0.31
int_rate
-0.30
tot_hi_cred_lim
0.27
funded_amnt_inv
0.21
loan_amnt
0.21
funded_amnt
0.21
mo_sin_old_rev_tl_op
0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_C
0.13
grade_D
0.13
home_ownership_RENT
0.10
initial_list_status_w
0.09
loan_status
0.08
home_ownership_MORTGAGE
0.07
verification_status_Verified
0.07
disbursement_method_DirectPay
0.04
home_ownership_OWN
0.04
verification_status_Source Verified
0.03
debt_settlement_flag_Y
0.03
purpose_credit_card
0.02
application_type_Joint App
0.02
inq_last_6mths
0.02
MOST FREQUENT VALUES
0.0
29,830
1.4%
500.0
1,929
<0.1%
2000.0
1,894
<0.1%
1000.0
1,696
<0.1%
3000.0
1,573
<0.1%
2500.0
1,382
<0.1%
5000.0
1,371
<0.1%
1500.0
1,293
<0.1%
4000.0
1,229
<0.1%
3500.0
1,150
<0.1%
300.0
1,056
<0.1%
4500.0
908
<0.1%
800.0
829
<0.1%
6000.0
813
<0.1%
5500.0
683
<0.1%
SMALLEST VALUES
0.0
29,830
1.4%
1.0
333
<0.1%
2.0
349
<0.1%
3.0
353
<0.1%
4.0
377
<0.1%
5.0
372
<0.1%
6.0
353
<0.1%
7.0
386
<0.1%
8.0
375
<0.1%
9.0
383
<0.1%
10.0
368
<0.1%
11.0
410
<0.1%
12.0
373
<0.1%
13.0
400
<0.1%
14.0
391
<0.1%
LARGEST VALUES
711140.0
1
<0.1%
605996.0
1
<0.1%
559912.0
1
<0.1%
507259.0
1
<0.1%
497445.0
1
<0.1%
493101.0
1
<0.1%
487611.0
1
<0.1%
469679.0
1
<0.1%
454843.0
1
<0.1%
437387.0
1
<0.1%
375063.0
1
<0.1%
373005.0
1
<0.1%
371701.0
1
<0.1%
366127.0
1
<0.1%
357467.0
1
<0.1%
chargeoff_within_12_mths
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
delinq_2yrs
0.14
num_accts_ever_120_pd
0.12
collections_12_mths_ex_med
0.04
num_bc_tl
0.03
mo_sin_old_rev_tl_op
0.03
mort_acc
0.03
total_bc_limit
-0.02
int_rate
0.01
num_il_tl
0.01
bc_open_to_buy
-0.01
revol_util
-0.01
delinq_amnt
0.01
revol_bal
-0.01
out_prncp_inv
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
inq_last_6mths
0.01
verification_status_Verified
0.01
purpose_credit_card
0.01
application_type_Joint App
0.01
grade_C
0.01
grade_D
0.01
disbursement_method_DirectPay
0.01
loan_status
0.01
home_ownership_RENT
0.00
verification_status_Source Verified
0.00
initial_list_status_w
0.00
home_ownership_MORTGAGE
0.00
term_ 60 months
0.00
debt_settlement_flag_Y
0.00
MOST FREQUENT VALUES
0.0
2.1M
99.2%
1.0
15,485
0.7%
2.0
1,095
<0.1%
3.0
183
<0.1%
4.0
66
<0.1%
5.0
22
<0.1%
6.0
12
<0.1%
7.0
8
<0.1%
9.0
5
<0.1%
8.0
2
<0.1%
10.0
1
<0.1%
SMALLEST VALUES
0.0
2.1M
99.2%
1.0
15,485
0.7%
2.0
1,095
<0.1%
3.0
183
<0.1%
4.0
66
<0.1%
5.0
22
<0.1%
6.0
12
<0.1%
7.0
8
<0.1%
8.0
2
<0.1%
9.0
5
<0.1%
10.0
1
<0.1%
LARGEST VALUES
10.0
1
<0.1%
9.0
5
<0.1%
8.0
2
<0.1%
7.0
8
<0.1%
6.0
12
<0.1%
5.0
22
<0.1%
4.0
66
<0.1%
3.0
183
<0.1%
2.0
1,095
<0.1%
1.0
15,485
0.7%
0.0
2.1M
99.2%
delinq_amnt
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
delinq_2yrs
0.03
tot_cur_bal
0.02
tot_hi_cred_lim
0.02
num_accts_ever_120_pd
0.02
mort_acc
0.01
chargeoff_within_12_mths
0.01
mo_sin_old_rev_tl_op
0.01
collections_12_mths_ex_med
0.01
tax_liens
0.01
int_rate
0.00
percent_bc_gt_75
-0.00
out_prncp_inv
-0.00
out_prncp
-0.00
revol_util
-0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
num_tl_30dpd
0.04
verification_status_Verified
0.01
purpose_credit_card
0.00
inq_last_6mths
0.00
loan_status
0.00
disbursement_method_DirectPay
0.00
grade_D
0.00
application_type_Joint App
0.00
grade_C
0.00
verification_status_Source Verified
0.00
purpose_small_business
0.00
purpose_house
0.00
home_ownership_OWN
0.00
grade_B
0.00
MOST FREQUENT VALUES
0.0
2.2M
99.7%
25.0
123
<0.1%
65000.0
108
<0.1%
30.0
85
<0.1%
53.0
72
<0.1%
54.0
69
<0.1%
75.0
65
<0.1%
50.0
64
<0.1%
56.0
58
<0.1%
57.0
56
<0.1%
52.0
46
<0.1%
35.0
45
<0.1%
40.0
45
<0.1%
27.0
42
<0.1%
58.0
41
<0.1%
SMALLEST VALUES
0.0
2.2M
99.7%
1.0
9
<0.1%
2.0
10
<0.1%
3.0
12
<0.1%
4.0
15
<0.1%
5.0
16
<0.1%
6.0
18
<0.1%
7.0
11
<0.1%
8.0
11
<0.1%
9.0
15
<0.1%
10.0
19
<0.1%
11.0
14
<0.1%
12.0
14
<0.1%
13.0
18
<0.1%
14.0
12
<0.1%
LARGEST VALUES
249925.0
1
<0.1%
185408.0
1
<0.1%
159177.0
1
<0.1%
138474.0
1
<0.1%
130778.0
1
<0.1%
112524.0
1
<0.1%
110626.0
1
<0.1%
97619.0
1
<0.1%
94521.0
1
<0.1%
92051.0
1
<0.1%
88216.0
1
<0.1%
86399.0
1
<0.1%
84630.0
1
<0.1%
76929.0
1
<0.1%
76735.0
1
<0.1%
mths_since_recent_bc
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
acc_open_past_24mths
-0.34
num_tl_op_past_12m
-0.31
num_bc_sats
-0.29
num_op_rev_tl
-0.25
num_bc_tl
-0.23
open_acc
-0.21
num_sats
-0.21
num_actv_rev_tl
-0.21
percent_bc_gt_75
0.15
revol_util
0.15
mo_sin_old_rev_tl_op
0.13
bc_open_to_buy
-0.12
total_bc_limit
-0.09
int_rate
-0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
inq_last_6mths
0.14
loan_status
0.05
application_type_Joint App
0.04
home_ownership_RENT
0.04
grade_D
0.04
home_ownership_MORTGAGE
0.03
grade_B
0.03
grade_C
0.02
term_ 60 months
0.02
verification_status_Source Verified
0.02
debt_settlement_flag_Y
0.02
initial_list_status_w
0.02
purpose_credit_card
0.02
purpose_medical
0.02
MOST FREQUENT VALUES
3.0
103,938
4.8%
2.0
101,569
4.7%
4.0
99,684
4.6%
5.0
94,010
4.3%
6.0
87,128
4.0%
7.0
82,782
3.8%
8.0
77,482
3.6%
9.0
72,047
3.3%
1.0
69,303
3.2%
10.0
68,066
3.1%
11.0
65,292
3.0%
12.0
62,979
2.9%
13.0
60,198
2.8%
14.0
56,602
2.6%
15.0
51,994
2.4%
SMALLEST VALUES
0.0
13,323
0.6%
1.0
69,303
3.2%
2.0
101,569
4.7%
3.0
103,938
4.8%
4.0
99,684
4.6%
5.0
94,010
4.3%
6.0
87,128
4.0%
7.0
82,782
3.8%
8.0
77,482
3.6%
9.0
72,047
3.3%
10.0
68,066
3.1%
11.0
65,292
3.0%
12.0
62,979
2.9%
13.0
60,198
2.8%
14.0
56,602
2.6%
LARGEST VALUES
661.0
1
<0.1%
656.0
1
<0.1%
639.0
1
<0.1%
628.0
1
<0.1%
616.0
1
<0.1%
615.0
1
<0.1%
612.0
1
<0.1%
611.0
2
<0.1%
610.0
2
<0.1%
608.0
1
<0.1%
604.0
1
<0.1%
599.0
1
<0.1%
597.0
1
<0.1%
591.0
1
<0.1%
587.0
1
<0.1%
num_bc_sats
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
num_op_rev_tl
0.76
num_bc_tl
0.75
num_actv_rev_tl
0.68
open_acc
0.64
num_sats
0.64
total_bc_limit
0.61
bc_open_to_buy
0.49
acc_open_past_24mths
0.31
mths_since_recent_bc
-0.29
revol_bal
0.28
num_tl_op_past_12m
0.25
loan_amnt
0.21
funded_amnt
0.21
funded_amnt_inv
0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
inq_last_6mths
0.12
purpose_credit_card
0.07
home_ownership_RENT
0.06
home_ownership_MORTGAGE
0.05
term_ 60 months
0.05
application_type_Joint App
0.04
verification_status_Verified
0.03
disbursement_method_DirectPay
0.03
verification_status_Source Verified
0.03
initial_list_status_w
0.03
grade_C
0.03
grade_D
0.03
purpose_medical
0.02
home_ownership_OWN
0.02
MOST FREQUENT VALUES
3.0
378,406
17.5%
4.0
356,996
16.5%
2.0
302,726
14.0%
5.0
287,581
13.3%
6.0
213,791
9.9%
7.0
150,228
6.9%
1.0
145,560
6.7%
8.0
103,180
4.8%
9.0
70,102
3.2%
10.0
47,228
2.2%
11.0
32,665
1.5%
12.0
21,985
1.0%
13.0
15,140
0.7%
14.0
10,424
0.5%
15.0
7,380
0.3%
SMALLEST VALUES
0.0
227
<0.1%
1.0
145,560
6.7%
2.0
302,726
14.0%
3.0
378,406
17.5%
4.0
356,996
16.5%
5.0
287,581
13.3%
6.0
213,791
9.9%
7.0
150,228
6.9%
8.0
103,180
4.8%
9.0
70,102
3.2%
10.0
47,228
2.2%
11.0
32,665
1.5%
12.0
21,985
1.0%
13.0
15,140
0.7%
14.0
10,424
0.5%
LARGEST VALUES
71.0
1
<0.1%
69.0
1
<0.1%
64.0
1
<0.1%
63.0
1
<0.1%
61.0
1
<0.1%
59.0
1
<0.1%
57.0
1
<0.1%
55.0
2
<0.1%
54.0
2
<0.1%
50.0
1
<0.1%
49.0
2
<0.1%
48.0
2
<0.1%
47.0
2
<0.1%
46.0
4
<0.1%
45.0
5
<0.1%
num_bc_tl
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
num_bc_sats
0.75
num_op_rev_tl
0.65
open_acc
0.54
num_sats
0.54
total_bc_limit
0.50
num_actv_rev_tl
0.50
bc_open_to_buy
0.43
mo_sin_old_rev_tl_op
0.31
acc_open_past_24mths
0.30
num_tl_op_past_12m
0.24
revol_bal
0.24
mths_since_recent_bc
-0.23
tot_hi_cred_lim
0.20
total_rec_prncp
0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
inq_last_6mths
0.14
home_ownership_RENT
0.11
home_ownership_MORTGAGE
0.09
application_type_Joint App
0.06
purpose_credit_card
0.05
term_ 60 months
0.04
grade_D
0.04
grade_C
0.04
verification_status_Verified
0.03
verification_status_Source Verified
0.03
home_ownership_OWN
0.03
initial_list_status_w
0.02
purpose_medical
0.02
grade_B
0.01
MOST FREQUENT VALUES
5.0
229,315
10.6%
6.0
221,523
10.2%
4.0
219,635
10.2%
7.0
202,700
9.4%
3.0
180,360
8.3%
8.0
179,802
8.3%
9.0
151,955
7.0%
10.0
126,208
5.8%
2.0
116,248
5.4%
11.0
103,140
4.8%
12.0
83,278
3.9%
13.0
66,259
3.1%
14.0
52,760
2.4%
1.0
42,906
2.0%
15.0
41,531
1.9%
SMALLEST VALUES
1.0
42,906
2.0%
2.0
116,248
5.4%
3.0
180,360
8.3%
4.0
219,635
10.2%
5.0
229,315
10.6%
6.0
221,523
10.2%
7.0
202,700
9.4%
8.0
179,802
8.3%
9.0
151,955
7.0%
10.0
126,208
5.8%
11.0
103,140
4.8%
12.0
83,278
3.9%
13.0
66,259
3.1%
14.0
52,760
2.4%
15.0
41,531
1.9%
LARGEST VALUES
86.0
1
<0.1%
85.0
1
<0.1%
82.0
1
<0.1%
79.0
1
<0.1%
77.0
1
<0.1%
76.0
1
<0.1%
70.0
2
<0.1%
69.0
1
<0.1%
68.0
2
<0.1%
67.0
1
<0.1%
66.0
2
<0.1%
65.0
4
<0.1%
64.0
2
<0.1%
63.0
1
<0.1%
61.0
2
<0.1%
num_sats
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
open_acc
1.00
num_op_rev_tl
0.84
num_actv_rev_tl
0.67
num_bc_sats
0.64
num_bc_tl
0.54
acc_open_past_24mths
0.49
total_bal_ex_mort
0.41
num_il_tl
0.40
total_bc_limit
0.38
num_tl_op_past_12m
0.37
bc_open_to_buy
0.32
tot_hi_cred_lim
0.30
tot_cur_bal
0.26
revol_bal
0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
inq_last_6mths
0.15
home_ownership_MORTGAGE
0.13
home_ownership_RENT
0.13
term_ 60 months
0.07
purpose_credit_card
0.03
initial_list_status_w
0.02
verification_status_Verified
0.02
disbursement_method_DirectPay
0.02
purpose_small_business
0.02
loan_status
0.02
verification_status_Source Verified
0.02
application_type_Joint App
0.02
grade_B
0.02
debt_settlement_flag_Y
0.01
MOST FREQUENT VALUES
9.0
187,772
8.7%
10.0
182,422
8.4%
8.0
180,266
8.3%
11.0
168,626
7.8%
7.0
163,993
7.6%
12.0
151,584
7.0%
6.0
136,937
6.3%
13.0
132,681
6.1%
14.0
114,255
5.3%
5.0
101,063
4.7%
15.0
96,525
4.5%
16.0
81,019
3.7%
17.0
67,356
3.1%
4.0
62,013
2.9%
18.0
55,786
2.6%
SMALLEST VALUES
1.0
1,219
<0.1%
2.0
8,970
0.4%
3.0
28,429
1.3%
4.0
62,013
2.9%
5.0
101,063
4.7%
6.0
136,937
6.3%
7.0
163,993
7.6%
8.0
180,266
8.3%
9.0
187,772
8.7%
10.0
182,422
8.4%
11.0
168,626
7.8%
12.0
151,584
7.0%
13.0
132,681
6.1%
14.0
114,255
5.3%
15.0
96,525
4.5%
LARGEST VALUES
101.0
1
<0.1%
97.0
1
<0.1%
94.0
1
<0.1%
93.0
1
<0.1%
91.0
1
<0.1%
90.0
1
<0.1%
87.0
1
<0.1%
85.0
1
<0.1%
84.0
1
<0.1%
82.0
3
<0.1%
81.0
1
<0.1%
80.0
1
<0.1%
79.0
1
<0.1%
78.0
1
<0.1%
77.0
1
<0.1%
num_tl_30dpd
MISSING:
---
TOP CATEGORIES
0.0
2.2M
>99%
1.0
5,442
<1%
2.0
248
<1%
3.0
28
<1%
4.0
7
<1%
ALL
2.2M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
num_tl_30dpd
PROVIDES INFORMATION ON...
disbursement_method_DirectPay
0.00
home_ownership_OTHER
0.00
home_ownership_RENT
0.00
home_ownership_MORTGAGE
0.00
application_type_Joint App
0.00
hardship_flag_Y
0.00
debt_settlement_flag_Y
0.00
grade_C
0.00
loan_status
0.00
pymnt_plan_y
0.00
grade_D
0.00
purpose_credit_card
0.00
purpose_house
0.00
purpose_medical
0.00

THESE FEATURES
GIVE INFORMATION
ON num_tl_30dpd:
home_ownership_RENT
0.01
home_ownership_MORTGAGE
0.01
disbursement_method_DirectPay
0.00
application_type_Joint App
0.00
grade_C
0.00
purpose_credit_card
0.00
loan_status
0.00
grade_D
0.00
verification_status_Verified
0.00
initial_list_status_w
0.00
inq_last_6mths
0.00
grade_B
0.00
debt_settlement_flag_Y
0.00
verification_status_Source Verified
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
num_tl_30dpd
CORRELATION RATIO WITH...
delinq_2yrs
0.10
delinq_amnt
0.04
mo_sin_old_rev_tl_op
0.02
tot_hi_cred_lim
0.02
mort_acc
0.02
tot_cur_bal
0.02
total_rec_int
0.02
revol_util
0.02
out_prncp_inv
0.02
out_prncp
0.02
total_pymnt
0.02
total_pymnt_inv
0.02
open_acc
0.02
total_rec_prncp
0.01
tax_liens
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
pub_rec
0.70
total_pymnt
0.03
total_pymnt_inv
0.03
total_rec_int
0.03
out_prncp_inv
-0.03
out_prncp
-0.03
total_bc_limit
-0.03
total_rec_prncp
0.02
annual_inc
0.02
bc_open_to_buy
-0.02
mo_sin_old_rev_tl_op
0.02
num_tl_op_past_12m
0.02
total_rec_late_fee
0.02
acc_open_past_24mths
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
disbursement_method_DirectPay
0.02
purpose_small_business
0.02
verification_status_Source Verified
0.02
application_type_Joint App
0.02
inq_last_6mths
0.02
purpose_credit_card
0.02
loan_status
0.01
grade_C
0.01
term_ 60 months
0.01
verification_status_Verified
0.01
initial_list_status_w
0.01
grade_D
0.01
num_tl_30dpd
0.01
hardship_flag_Y
0.00
MOST FREQUENT VALUES
0.0
2.1M
97.0%
1.0
43,195
2.0%
2.0
12,047
0.6%
3.0
4,420
0.2%
4.0
1,982
<0.1%
5.0
1,019
<0.1%
6.0
552
<0.1%
7.0
262
<0.1%
8.0
157
<0.1%
9.0
101
<0.1%
10.0
75
<0.1%
11.0
40
<0.1%
12.0
25
<0.1%
13.0
17
<0.1%
15.0
14
<0.1%
SMALLEST VALUES
0.0
2.1M
97.0%
1.0
43,195
2.0%
2.0
12,047
0.6%
3.0
4,420
0.2%
4.0
1,982
<0.1%
5.0
1,019
<0.1%
6.0
552
<0.1%
7.0
262
<0.1%
8.0
157
<0.1%
9.0
101
<0.1%
10.0
75
<0.1%
11.0
40
<0.1%
12.0
25
<0.1%
13.0
17
<0.1%
14.0
11
<0.1%
LARGEST VALUES
85.0
1
<0.1%
63.0
1
<0.1%
61.0
2
<0.1%
53.0
1
<0.1%
52.0
1
<0.1%
48.0
1
<0.1%
46.0
2
<0.1%
45.0
2
<0.1%
44.0
1
<0.1%
39.0
1
<0.1%
37.0
1
<0.1%
34.0
1
<0.1%
30.0
1
<0.1%
29.0
1
<0.1%
28.0
1
<0.1%
tot_hi_cred_lim
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
tot_cur_bal
0.98
mort_acc
0.55
total_bal_ex_mort
0.52
revol_bal
0.47
total_bc_limit
0.41
funded_amnt_inv
0.34
funded_amnt
0.34
loan_amnt
0.34
installment
0.30
num_sats
0.30
open_acc
0.30
bc_open_to_buy
0.27
annual_inc
0.26
total_rec_prncp
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership_MORTGAGE
0.49
home_ownership_RENT
0.46
term_ 60 months
0.11
loan_status
0.06
home_ownership_OWN
0.06
application_type_Joint App
0.06
initial_list_status_w
0.06
grade_D
0.06
grade_C
0.05
verification_status_Verified
0.05
inq_last_6mths
0.03
verification_status_Source Verified
0.03
num_tl_30dpd
0.02
disbursement_method_DirectPay
0.02
MOST FREQUENT VALUES
15000.0
699
<0.1%
12500.0
698
<0.1%
15500.0
686
<0.1%
19000.0
685
<0.1%
16000.0
682
<0.1%
16500.0
681
<0.1%
14000.0
677
<0.1%
13500.0
676
<0.1%
11000.0
675
<0.1%
17500.0
673
<0.1%
18000.0
672
<0.1%
13000.0
668
<0.1%
17000.0
663
<0.1%
11500.0
658
<0.1%
18500.0
655
<0.1%
SMALLEST VALUES
100.0
1
<0.1%
200.0
14
<0.1%
300.0
43
<0.1%
400.0
3
<0.1%
500.0
80
<0.1%
600.0
17
<0.1%
604.0
1
<0.1%
700.0
23
<0.1%
780.0
1
<0.1%
800.0
56
<0.1%
850.0
1
<0.1%
900.0
18
<0.1%
1000.0
79
<0.1%
1050.0
1
<0.1%
1100.0
36
<0.1%
LARGEST VALUES
9999999.0
13
<0.1%
9792792.0
1
<0.1%
8700253.0
1
<0.1%
6057411.0
1
<0.1%
5915440.0
1
<0.1%
5850873.0
1
<0.1%
5369659.0
1
<0.1%
4932524.0
1
<0.1%
4819402.0
1
<0.1%
4766049.0
1
<0.1%
4721972.0
1
<0.1%
4562297.0
1
<0.1%
4533854.0
1
<0.1%
4477914.0
1
<0.1%
4392634.0
1
<0.1%
total_bal_ex_mort
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
tot_cur_bal
0.53
tot_hi_cred_lim
0.52
num_il_tl
0.52
revol_bal
0.51
num_sats
0.41
open_acc
0.41
total_bc_limit
0.30
loan_amnt
0.28
funded_amnt
0.28
funded_amnt_inv
0.28
installment
0.26
annual_inc
0.21
total_pymnt_inv
0.18
total_pymnt
0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership_MORTGAGE
0.13
home_ownership_RENT
0.12
term_ 60 months
0.11
verification_status_Verified
0.04
initial_list_status_w
0.04
inq_last_6mths
0.04
home_ownership_OWN
0.03
purpose_credit_card
0.03
disbursement_method_DirectPay
0.03
application_type_Joint App
0.03
grade_B
0.02
loan_status
0.01
purpose_medical
0.01
purpose_house
0.01
MOST FREQUENT VALUES
0.0
1,213
<0.1%
23068.0
58
<0.1%
24214.0
57
<0.1%
20275.0
56
<0.1%
19095.0
56
<0.1%
22831.0
55
<0.1%
21168.0
54
<0.1%
27361.0
54
<0.1%
23915.0
54
<0.1%
20346.0
54
<0.1%
20912.0
53
<0.1%
23442.0
53
<0.1%
20317.0
53
<0.1%
22276.0
53
<0.1%
25529.0
53
<0.1%
SMALLEST VALUES
0.0
1,213
<0.1%
1.0
21
<0.1%
2.0
21
<0.1%
3.0
25
<0.1%
4.0
14
<0.1%
5.0
22
<0.1%
6.0
19
<0.1%
7.0
11
<0.1%
8.0
23
<0.1%
9.0
22
<0.1%
10.0
21
<0.1%
11.0
19
<0.1%
12.0
23
<0.1%
13.0
17
<0.1%
14.0
18
<0.1%
LARGEST VALUES
3408095.0
1
<0.1%
2921551.0
1
<0.1%
2698600.0
1
<0.1%
2688920.0
1
<0.1%
2652799.0
1
<0.1%
2644442.0
1
<0.1%
2622906.0
1
<0.1%
2336791.0
1
<0.1%
1924200.0
1
<0.1%
1896461.0
1
<0.1%
1889666.0
1
<0.1%
1869457.0
1
<0.1%
1828186.0
1
<0.1%
1783254.0
1
<0.1%
1684313.0
1
<0.1%
total_bc_limit
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
bc_open_to_buy
0.84
num_bc_sats
0.61
num_bc_tl
0.50
revol_bal
0.48
num_op_rev_tl
0.43
tot_hi_cred_lim
0.41
num_sats
0.38
open_acc
0.38
funded_amnt_inv
0.37
loan_amnt
0.37
funded_amnt
0.37
installment
0.33
tot_cur_bal
0.32
num_actv_rev_tl
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership_RENT
0.14
home_ownership_MORTGAGE
0.13
grade_D
0.10
grade_C
0.10
purpose_credit_card
0.09
initial_list_status_w
0.09
loan_status
0.08
disbursement_method_DirectPay
0.07
term_ 60 months
0.07
verification_status_Source Verified
0.03
debt_settlement_flag_Y
0.02
home_ownership_OWN
0.02
purpose_medical
0.02
application_type_Joint App
0.01
MOST FREQUENT VALUES
5000.0
16,730
0.8%
6000.0
14,958
0.7%
10000.0
14,598
0.7%
7000.0
14,244
0.7%
8000.0
13,913
0.6%
4000.0
13,833
0.6%
3000.0
13,785
0.6%
7500.0
13,276
0.6%
9000.0
13,046
0.6%
6500.0
12,784
0.6%
5500.0
12,638
0.6%
4500.0
12,251
0.6%
2000.0
12,245
0.6%
3500.0
12,122
0.6%
8500.0
11,932
0.6%
SMALLEST VALUES
100.0
16
<0.1%
200.0
252
<0.1%
250.0
4
<0.1%
251.0
1
<0.1%
300.0
2,189
0.1%
350.0
1
<0.1%
375.0
1
<0.1%
400.0
635
<0.1%
420.0
1
<0.1%
430.0
1
<0.1%
450.0
5
<0.1%
476.0
1
<0.1%
500.0
6,662
0.3%
540.0
1
<0.1%
550.0
8
<0.1%
LARGEST VALUES
1569000.0
1
<0.1%
1105500.0
1
<0.1%
1090700.0
1
<0.1%
834300.0
1
<0.1%
760000.0
1
<0.1%
719500.0
1
<0.1%
711400.0
1
<0.1%
684000.0
1
<0.1%
666200.0
1
<0.1%
616000.0
1
<0.1%
584200.0
1
<0.1%
571500.0
1
<0.1%
569500.0
1
<0.1%
560800.0
1
<0.1%
526500.0
1
<0.1%
term_ 60 months
MISSING:
---
TOP CATEGORIES
0
1.5M
71%
1
627,633
29%
ALL
2.2M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
term_ 60 months
PROVIDES INFORMATION ON...
initial_list_status_w
0.02
grade_D
0.02
grade_B
0.02
application_type_Joint App
0.01
home_ownership_OTHER
0.01
loan_status
0.01
home_ownership_MORTGAGE
0.01
grade_C
0.01
home_ownership_RENT
0.01
hardship_flag_Y
0.01
pymnt_plan_y
0.01
purpose_medical
0.01
verification_status_Verified
0.00
debt_settlement_flag_Y
0.00

THESE FEATURES
GIVE INFORMATION
ON term_ 60 months:
initial_list_status_w
0.02
grade_B
0.02
grade_D
0.01
home_ownership_MORTGAGE
0.01
home_ownership_RENT
0.01
grade_C
0.01
loan_status
0.01
application_type_Joint App
0.00
verification_status_Verified
0.00
purpose_credit_card
0.00
purpose_medical
0.00
home_ownership_OWN
0.00
debt_settlement_flag_Y
0.00
verification_status_Source Verified
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
term_ 60 months
CORRELATION RATIO WITH...
total_rec_int
0.49
funded_amnt_inv
0.39
loan_amnt
0.39
funded_amnt
0.39
int_rate
0.37
out_prncp_inv
0.29
out_prncp
0.29
total_pymnt_inv
0.21
total_pymnt
0.21
last_pymnt_amnt
0.14
installment
0.14
tot_cur_bal
0.11
tot_hi_cred_lim
0.11
recoveries
0.11
grade_B
MISSING:
---
TOP CATEGORIES
0
1.5M
71%
1
634,717
29%
ALL
2.2M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
grade_B
PROVIDES INFORMATION ON...
grade_C
0.21
grade_D
0.13
term_ 60 months
0.02
loan_status
0.01
purpose_small_business
0.01
verification_status_Verified
0.01
debt_settlement_flag_Y
0.00
purpose_credit_card
0.00
inq_last_6mths
0.00
hardship_flag_Y
0.00
pymnt_plan_y
0.00
purpose_house
0.00
disbursement_method_DirectPay
0.00
home_ownership_OTHER
0.00

THESE FEATURES
GIVE INFORMATION
ON grade_B:
grade_C
0.20
grade_D
0.09
term_ 60 months
0.02
loan_status
0.01
verification_status_Verified
0.00
inq_last_6mths
0.00
purpose_credit_card
0.00
purpose_small_business
0.00
debt_settlement_flag_Y
0.00
verification_status_Source Verified
0.00
disbursement_method_DirectPay
0.00
purpose_house
0.00
home_ownership_MORTGAGE
0.00
application_type_Joint App
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_B
CORRELATION RATIO WITH...
int_rate
0.32
total_rec_int
0.16
installment
0.07
num_tl_op_past_12m
0.07
acc_open_past_24mths
0.06
funded_amnt_inv
0.06
loan_amnt
0.06
funded_amnt
0.06
recoveries
0.06
total_pymnt_inv
0.05
total_pymnt
0.05
percent_bc_gt_75
0.05
revol_util
0.04
last_pymnt_amnt
0.03
grade_C
MISSING:
---
TOP CATEGORIES
0
1.5M
71%
1
626,753
29%
ALL
2.2M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
grade_C
PROVIDES INFORMATION ON...
grade_B
0.20
grade_D
0.13
disbursement_method_DirectPay
0.01
term_ 60 months
0.01
home_ownership_OTHER
0.01
purpose_credit_card
0.00
verification_status_Verified
0.00
num_tl_30dpd
0.00
hardship_flag_Y
0.00
pymnt_plan_y
0.00
loan_status
0.00
inq_last_6mths
0.00
home_ownership_RENT
0.00
purpose_house
0.00

THESE FEATURES
GIVE INFORMATION
ON grade_C:
grade_B
0.21
grade_D
0.09
term_ 60 months
0.01
disbursement_method_DirectPay
0.00
purpose_credit_card
0.00
verification_status_Verified
0.00
inq_last_6mths
0.00
home_ownership_RENT
0.00
loan_status
0.00
home_ownership_MORTGAGE
0.00
verification_status_Source Verified
0.00
initial_list_status_w
0.00
num_tl_30dpd
0.00
application_type_Joint App
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_C
CORRELATION RATIO WITH...
int_rate
0.14
bc_open_to_buy
0.13
percent_bc_gt_75
0.11
revol_util
0.11
total_bc_limit
0.10
tot_hi_cred_lim
0.05
mo_sin_old_rev_tl_op
0.05
total_rec_int
0.05
acc_open_past_24mths
0.04
num_tl_op_past_12m
0.04
num_bc_tl
0.04
mort_acc
0.04
tot_cur_bal
0.04
pub_rec
0.03
grade_D
MISSING:
---
TOP CATEGORIES
0
1.9M
86%
1
309,255
14%
ALL
2.2M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
grade_D
PROVIDES INFORMATION ON...
grade_B
0.09
grade_C
0.09
term_ 60 months
0.01
disbursement_method_DirectPay
0.01
loan_status
0.01
purpose_credit_card
0.01
verification_status_Verified
0.01
debt_settlement_flag_Y
0.00
purpose_small_business
0.00
inq_last_6mths
0.00
hardship_flag_Y
0.00
initial_list_status_w
0.00
pymnt_plan_y
0.00
home_ownership_OTHER
0.00

THESE FEATURES
GIVE INFORMATION
ON grade_D:
grade_B
0.13
grade_C
0.13
term_ 60 months
0.02
loan_status
0.01
inq_last_6mths
0.01
verification_status_Verified
0.01
purpose_credit_card
0.01
disbursement_method_DirectPay
0.00
initial_list_status_w
0.00
home_ownership_MORTGAGE
0.00
home_ownership_RENT
0.00
debt_settlement_flag_Y
0.00
purpose_small_business
0.00
purpose_medical
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_D
CORRELATION RATIO WITH...
int_rate
0.43
total_rec_int
0.16
bc_open_to_buy
0.13
percent_bc_gt_75
0.13
revol_util
0.12
total_bc_limit
0.10
num_tl_op_past_12m
0.08
acc_open_past_24mths
0.08
mo_sin_old_rev_tl_op
0.06
tot_hi_cred_lim
0.06
recoveries
0.05
installment
0.05
mort_acc
0.04
num_actv_rev_tl
0.04
home_ownership_MORTGAGE
MISSING:
---
TOP CATEGORIES
0
1.1M
51%
1
1.1M
49%
ALL
2.2M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
home_ownership_MORTGAGE
PROVIDES INFORMATION ON...
home_ownership_RENT
0.60
home_ownership_OWN
0.24
home_ownership_OTHER
0.06
application_type_Joint App
0.02
term_ 60 months
0.01
num_tl_30dpd
0.01
loan_status
0.00
purpose_house
0.00
grade_D
0.00
purpose_small_business
0.00
debt_settlement_flag_Y
0.00
verification_status_Source Verified
0.00
verification_status_Verified
0.00
purpose_medical
0.00

THESE FEATURES
GIVE INFORMATION
ON home_ownership_MORTGAGE:
home_ownership_RENT
0.58
home_ownership_OWN
0.12
term_ 60 months
0.01
application_type_Joint App
0.00
loan_status
0.00
verification_status_Source Verified
0.00
grade_D
0.00
verification_status_Verified
0.00
initial_list_status_w
0.00
inq_last_6mths
0.00
grade_C
0.00
purpose_credit_card
0.00
num_tl_30dpd
0.00
debt_settlement_flag_Y
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership_MORTGAGE
CORRELATION RATIO WITH...
tot_cur_bal
0.49
tot_hi_cred_lim
0.49
mort_acc
0.49
funded_amnt_inv
0.18
loan_amnt
0.18
funded_amnt
0.18
mo_sin_old_rev_tl_op
0.16
revol_bal
0.15
total_pymnt_inv
0.15
total_pymnt
0.15
total_rec_prncp
0.14
installment
0.14
total_bal_ex_mort
0.13
open_acc
0.13
home_ownership_OWN
MISSING:
---
TOP CATEGORIES
0
1.9M
89%
1
244,207
11%
ALL
2.2M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
home_ownership_OWN
PROVIDES INFORMATION ON...
home_ownership_MORTGAGE
0.12
home_ownership_RENT
0.09
home_ownership_OTHER
0.01
purpose_house
0.01
term_ 60 months
0.00
application_type_Joint App
0.00
purpose_medical
0.00
verification_status_Verified
0.00
num_tl_30dpd
0.00
initial_list_status_w
0.00
debt_settlement_flag_Y
0.00
hardship_flag_Y
0.00
verification_status_Source Verified
0.00
purpose_credit_card
0.00

THESE FEATURES
GIVE INFORMATION
ON home_ownership_OWN:
home_ownership_MORTGAGE
0.24
home_ownership_RENT
0.17
term_ 60 months
0.00
purpose_house
0.00
application_type_Joint App
0.00
verification_status_Verified
0.00
initial_list_status_w
0.00
purpose_medical
0.00
verification_status_Source Verified
0.00
inq_last_6mths
0.00
purpose_credit_card
0.00
grade_C
0.00
grade_D
0.00
debt_settlement_flag_Y
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership_OWN
CORRELATION RATIO WITH...
tot_cur_bal
0.07
tot_hi_cred_lim
0.06
mort_acc
0.06
mo_sin_old_rev_tl_op
0.06
revol_util
0.05
percent_bc_gt_75
0.04
bc_open_to_buy
0.04
num_il_tl
0.04
total_bal_ex_mort
0.03
num_op_rev_tl
0.03
total_pymnt
0.03
total_pymnt_inv
0.03
loan_amnt
0.03
funded_amnt
0.03
home_ownership_RENT
MISSING:
---
TOP CATEGORIES
0
1.3M
61%
1
851,431
39%
ALL
2.2M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
home_ownership_RENT
PROVIDES INFORMATION ON...
home_ownership_MORTGAGE
0.58
home_ownership_OWN
0.17
home_ownership_OTHER
0.04
application_type_Joint App
0.01
num_tl_30dpd
0.01
term_ 60 months
0.01
loan_status
0.00
grade_D
0.00
purpose_small_business
0.00
debt_settlement_flag_Y
0.00
verification_status_Source Verified
0.00
initial_list_status_w
0.00
verification_status_Verified
0.00
grade_C
0.00

THESE FEATURES
GIVE INFORMATION
ON home_ownership_RENT:
home_ownership_MORTGAGE
0.60
home_ownership_OWN
0.09
term_ 60 months
0.01
application_type_Joint App
0.00
loan_status
0.00
verification_status_Source Verified
0.00
grade_D
0.00
initial_list_status_w
0.00
verification_status_Verified
0.00
grade_C
0.00
inq_last_6mths
0.00
purpose_credit_card
0.00
num_tl_30dpd
0.00
debt_settlement_flag_Y
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership_RENT
CORRELATION RATIO WITH...
tot_hi_cred_lim
0.46
mort_acc
0.46
tot_cur_bal
0.46
mo_sin_old_rev_tl_op
0.20
funded_amnt_inv
0.16
loan_amnt
0.16
funded_amnt
0.16
revol_bal
0.16
total_bc_limit
0.14
total_pymnt_inv
0.13
total_pymnt
0.13
installment
0.13
total_rec_prncp
0.13
open_acc
0.13
verification_status_Source Verified
MISSING:
---
TOP CATEGORIES
0
1.3M
60%
1
857,826
40%
ALL
2.2M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
verification_status_Source Verified
PROVIDES INFORMATION ON...
verification_status_Verified
0.29
home_ownership_OTHER
0.02
application_type_Joint App
0.01
purpose_small_business
0.00
purpose_house
0.00
home_ownership_MORTGAGE
0.00
home_ownership_RENT
0.00
disbursement_method_DirectPay
0.00
initial_list_status_w
0.00
grade_C
0.00
term_ 60 months
0.00
loan_status
0.00
num_tl_30dpd
0.00
grade_B
0.00

THESE FEATURES
GIVE INFORMATION
ON verification_status_Source Verified:
verification_status_Verified
0.26
application_type_Joint App
0.00
home_ownership_MORTGAGE
0.00
home_ownership_RENT
0.00
initial_list_status_w
0.00
grade_C
0.00
term_ 60 months
0.00
disbursement_method_DirectPay
0.00
purpose_small_business
0.00
inq_last_6mths
0.00
grade_B
0.00
loan_status
0.00
purpose_house
0.00
grade_D
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
verification_status_Source Verified
CORRELATION RATIO WITH...
mo_sin_old_rev_tl_op
0.06
mort_acc
0.03
bc_open_to_buy
0.03
num_bc_tl
0.03
annual_inc
0.03
funded_amnt_inv
0.03
funded_amnt
0.03
loan_amnt
0.03
num_bc_sats
0.03
pub_rec
0.03
num_accts_ever_120_pd
0.03
installment
0.03
total_bc_limit
0.03
tot_hi_cred_lim
0.03
verification_status_Verified
MISSING:
---
TOP CATEGORIES
0
1.6M
72%
1
597,055
28%
ALL
2.2M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
verification_status_Verified
PROVIDES INFORMATION ON...
verification_status_Source Verified
0.26
grade_D
0.01
home_ownership_OTHER
0.01
loan_status
0.01
disbursement_method_DirectPay
0.01
grade_B
0.00
initial_list_status_w
0.00
debt_settlement_flag_Y
0.00
term_ 60 months
0.00
application_type_Joint App
0.00
inq_last_6mths
0.00
purpose_credit_card
0.00
purpose_small_business
0.00
grade_C
0.00

THESE FEATURES
GIVE INFORMATION
ON verification_status_Verified:
verification_status_Source Verified
0.29
grade_D
0.01
grade_B
0.01
inq_last_6mths
0.00
initial_list_status_w
0.00
loan_status
0.00
term_ 60 months
0.00
purpose_credit_card
0.00
grade_C
0.00
disbursement_method_DirectPay
0.00
application_type_Joint App
0.00
home_ownership_MORTGAGE
0.00
home_ownership_RENT
0.00
debt_settlement_flag_Y
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
verification_status_Verified
CORRELATION RATIO WITH...
int_rate
0.21
total_rec_int
0.19
total_pymnt
0.17
total_pymnt_inv
0.17
installment
0.16
loan_amnt
0.15
funded_amnt
0.15
funded_amnt_inv
0.15
total_rec_prncp
0.14
revol_util
0.11
percent_bc_gt_75
0.11
num_tl_op_past_12m
0.09
last_pymnt_amnt
0.08
acc_open_past_24mths
0.07
pymnt_plan_y
MISSING:
---
TOP CATEGORIES
0
2.2M
>99%
1
665
<1%
ALL
2.2M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
pymnt_plan_y
PROVIDES INFORMATION ON...
hardship_flag_Y
0.73
loan_status
0.00
debt_settlement_flag_Y
0.00
application_type_Joint App
0.00
term_ 60 months
0.00
home_ownership_OTHER
0.00
disbursement_method_DirectPay
0.00
grade_D
0.00
grade_B
0.00
purpose_small_business
0.00
purpose_credit_card
0.00
num_tl_30dpd
0.00
grade_C
0.00
verification_status_Verified
0.00

THESE FEATURES
GIVE INFORMATION
ON pymnt_plan_y:
hardship_flag_Y
0.92
loan_status
0.22
term_ 60 months
0.01
application_type_Joint App
0.00
grade_D
0.00
grade_B
0.00
debt_settlement_flag_Y
0.00
disbursement_method_DirectPay
0.00
purpose_credit_card
0.00
grade_C
0.00
verification_status_Verified
0.00
inq_last_6mths
0.00
initial_list_status_w
0.00
purpose_small_business
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
pymnt_plan_y
CORRELATION RATIO WITH...
total_rec_late_fee
0.03
out_prncp
0.02
out_prncp_inv
0.02
total_rec_int
0.02
int_rate
0.01
last_pymnt_amnt
0.01
installment
0.01
funded_amnt
0.01
loan_amnt
0.01
funded_amnt_inv
0.01
total_rec_prncp
0.00
delinq_2yrs
0.00
recoveries
0.00
total_bal_ex_mort
0.00
purpose_credit_card
MISSING:
---
TOP CATEGORIES
0
1.7M
77%
1
503,192
23%
ALL
2.2M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
purpose_credit_card
PROVIDES INFORMATION ON...
purpose_medical
0.05
purpose_small_business
0.05
purpose_house
0.04
disbursement_method_DirectPay
0.04
home_ownership_OTHER
0.03
grade_D
0.01
grade_B
0.00
verification_status_Verified
0.00
loan_status
0.00
grade_C
0.00
application_type_Joint App
0.00
hardship_flag_Y
0.00
pymnt_plan_y
0.00
num_tl_30dpd
0.00

THESE FEATURES
GIVE INFORMATION
ON purpose_credit_card:
disbursement_method_DirectPay
0.01
grade_D
0.01
purpose_medical
0.01
purpose_small_business
0.00
grade_B
0.00
purpose_house
0.00
verification_status_Verified
0.00
grade_C
0.00
loan_status
0.00
term_ 60 months
0.00
inq_last_6mths
0.00
initial_list_status_w
0.00
home_ownership_MORTGAGE
0.00
application_type_Joint App
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
purpose_credit_card
CORRELATION RATIO WITH...
int_rate
0.16
total_bc_limit
0.09
revol_util
0.08
revol_bal
0.07
num_bc_sats
0.07
num_actv_rev_tl
0.05
num_bc_tl
0.05
percent_bc_gt_75
0.05
num_tl_op_past_12m
0.04
total_rec_int
0.04
num_accts_ever_120_pd
0.04
acc_open_past_24mths
0.04
num_op_rev_tl
0.03
delinq_2yrs
0.03
purpose_house
MISSING:
---
TOP CATEGORIES
0
2.1M
>99%
1
13,139
<1%
ALL
2.2M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
purpose_house
PROVIDES INFORMATION ON...
purpose_credit_card
0.00
purpose_medical
0.00
disbursement_method_DirectPay
0.00
purpose_small_business
0.00
home_ownership_OWN
0.00
home_ownership_OTHER
0.00
home_ownership_MORTGAGE
0.00
grade_B
0.00
verification_status_Source Verified
0.00
debt_settlement_flag_Y
0.00
grade_D
0.00
num_tl_30dpd
0.00
inq_last_6mths
0.00
grade_C
0.00

THESE FEATURES
GIVE INFORMATION
ON purpose_house:
purpose_credit_card
0.04
home_ownership_OWN
0.01
disbursement_method_DirectPay
0.00
home_ownership_MORTGAGE
0.00
purpose_medical
0.00
grade_B
0.00
purpose_small_business
0.00
verification_status_Source Verified
0.00
inq_last_6mths
0.00
grade_D
0.00
grade_C
0.00
verification_status_Verified
0.00
debt_settlement_flag_Y
0.00
application_type_Joint App
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
purpose_house
CORRELATION RATIO WITH...
revol_util
0.05
percent_bc_gt_75
0.04
num_actv_rev_tl
0.03
int_rate
0.02
revol_bal
0.02
out_prncp
0.02
out_prncp_inv
0.02
bc_open_to_buy
0.02
open_acc
0.01
num_op_rev_tl
0.01
num_sats
0.01
mo_sin_old_rev_tl_op
0.01
num_accts_ever_120_pd
0.01
total_pymnt_inv
0.01
purpose_medical
MISSING:
---
TOP CATEGORIES
0
2.1M
99%
1
25,692
1%
ALL
2.2M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
purpose_medical
PROVIDES INFORMATION ON...
purpose_credit_card
0.01
disbursement_method_DirectPay
0.00
purpose_small_business
0.00
purpose_house
0.00
home_ownership_OTHER
0.00
term_ 60 months
0.00
application_type_Joint App
0.00
grade_D
0.00
num_tl_30dpd
0.00
home_ownership_MORTGAGE
0.00
home_ownership_OWN
0.00
grade_B
0.00
home_ownership_RENT
0.00
grade_C
0.00

THESE FEATURES
GIVE INFORMATION
ON purpose_medical:
purpose_credit_card
0.05
term_ 60 months
0.01
disbursement_method_DirectPay
0.01
purpose_small_business
0.00
application_type_Joint App
0.00
purpose_house
0.00
home_ownership_MORTGAGE
0.00
grade_D
0.00
grade_B
0.00
home_ownership_RENT
0.00
home_ownership_OWN
0.00
grade_C
0.00
initial_list_status_w
0.00
loan_status
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
purpose_medical
CORRELATION RATIO WITH...
loan_amnt
0.07
funded_amnt
0.07
funded_amnt_inv
0.07
installment
0.06
total_pymnt
0.05
total_pymnt_inv
0.05
total_rec_prncp
0.05
total_rec_int
0.04
last_pymnt_amnt
0.02
revol_util
0.02
num_bc_sats
0.02
out_prncp_inv
0.02
out_prncp
0.02
num_actv_rev_tl
0.02
purpose_small_business
MISSING:
---
TOP CATEGORIES
0
2.1M
>99%
1
21,364
<1%
ALL
2.2M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
purpose_small_business
PROVIDES INFORMATION ON...
purpose_credit_card
0.00
purpose_medical
0.00
disbursement_method_DirectPay
0.00
purpose_house
0.00
home_ownership_OTHER
0.00
grade_D
0.00
grade_B
0.00
loan_status
0.00
hardship_flag_Y
0.00
verification_status_Verified
0.00
verification_status_Source Verified
0.00
pymnt_plan_y
0.00
initial_list_status_w
0.00
inq_last_6mths
0.00

THESE FEATURES
GIVE INFORMATION
ON purpose_small_business:
purpose_credit_card
0.05
grade_B
0.01
disbursement_method_DirectPay
0.00
grade_D
0.00
loan_status
0.00
inq_last_6mths
0.00
verification_status_Verified
0.00
purpose_medical
0.00
verification_status_Source Verified
0.00
home_ownership_MORTGAGE
0.00
initial_list_status_w
0.00
home_ownership_RENT
0.00
purpose_house
0.00
term_ 60 months
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
purpose_small_business
CORRELATION RATIO WITH...
int_rate
0.05
percent_bc_gt_75
0.03
revol_util
0.03
installment
0.03
num_actv_rev_tl
0.03
num_op_rev_tl
0.02
total_rec_int
0.02
open_acc
0.02
num_sats
0.02
tax_liens
0.02
loan_amnt
0.02
funded_amnt
0.02
funded_amnt_inv
0.02
annual_inc
0.02
initial_list_status_w
MISSING:
---
TOP CATEGORIES
1
1.5M
70%
0
646,141
30%
ALL
2.2M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
initial_list_status_w
PROVIDES INFORMATION ON...
home_ownership_OTHER
0.04
disbursement_method_DirectPay
0.03
term_ 60 months
0.02
application_type_Joint App
0.02
debt_settlement_flag_Y
0.01
loan_status
0.01
verification_status_Verified
0.00
grade_D
0.00
inq_last_6mths
0.00
purpose_small_business
0.00
home_ownership_RENT
0.00
num_tl_30dpd
0.00
purpose_credit_card
0.00
hardship_flag_Y
0.00

THESE FEATURES
GIVE INFORMATION
ON initial_list_status_w:
term_ 60 months
0.02
disbursement_method_DirectPay
0.01
application_type_Joint App
0.01
inq_last_6mths
0.01
verification_status_Verified
0.00
loan_status
0.00
grade_D
0.00
debt_settlement_flag_Y
0.00
home_ownership_RENT
0.00
home_ownership_MORTGAGE
0.00
purpose_credit_card
0.00
verification_status_Source Verified
0.00
grade_C
0.00
purpose_small_business
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
initial_list_status_w
CORRELATION RATIO WITH...
out_prncp_inv
0.23
out_prncp
0.23
int_rate
0.13
total_pymnt
0.10
total_pymnt_inv
0.10
bc_open_to_buy
0.09
total_rec_prncp
0.09
percent_bc_gt_75
0.09
revol_util
0.09
total_bc_limit
0.09
funded_amnt_inv
0.09
funded_amnt
0.09
loan_amnt
0.09
tot_hi_cred_lim
0.06
application_type_Joint App
MISSING:
---
TOP CATEGORIES
0
2.0M
95%
1
116,090
5%
ALL
2.2M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
application_type_Joint App
PROVIDES INFORMATION ON...
initial_list_status_w
0.01
home_ownership_MORTGAGE
0.00
home_ownership_OTHER
0.00
home_ownership_RENT
0.00
hardship_flag_Y
0.00
term_ 60 months
0.00
pymnt_plan_y
0.00
debt_settlement_flag_Y
0.00
loan_status
0.00
verification_status_Source Verified
0.00
num_tl_30dpd
0.00
purpose_medical
0.00
inq_last_6mths
0.00
verification_status_Verified
0.00

THESE FEATURES
GIVE INFORMATION
ON application_type_Joint App:
initial_list_status_w
0.02
home_ownership_MORTGAGE
0.02
home_ownership_RENT
0.01
term_ 60 months
0.01
verification_status_Source Verified
0.01
inq_last_6mths
0.01
loan_status
0.00
verification_status_Verified
0.00
purpose_credit_card
0.00
debt_settlement_flag_Y
0.00
home_ownership_OWN
0.00
purpose_medical
0.00
grade_D
0.00
grade_B
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
application_type_Joint App
CORRELATION RATIO WITH...
out_prncp
0.25
out_prncp_inv
0.25
funded_amnt_inv
0.12
loan_amnt
0.12
funded_amnt
0.12
installment
0.10
total_rec_prncp
0.08
total_pymnt
0.08
total_pymnt_inv
0.08
num_bc_tl
0.06
tot_hi_cred_lim
0.06
tot_cur_bal
0.06
num_bc_sats
0.04
num_actv_rev_tl
0.04
hardship_flag_Y
MISSING:
---
TOP CATEGORIES
0
2.2M
>99%
1
862
<1%
ALL
2.2M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
hardship_flag_Y
PROVIDES INFORMATION ON...
pymnt_plan_y
0.92
loan_status
0.00
application_type_Joint App
0.00
debt_settlement_flag_Y
0.00
disbursement_method_DirectPay
0.00
term_ 60 months
0.00
home_ownership_OTHER
0.00
grade_D
0.00
purpose_small_business
0.00
grade_B
0.00
num_tl_30dpd
0.00
purpose_credit_card
0.00
verification_status_Verified
0.00
grade_C
0.00

THESE FEATURES
GIVE INFORMATION
ON hardship_flag_Y:
pymnt_plan_y
0.73
loan_status
0.20
term_ 60 months
0.01
application_type_Joint App
0.00
grade_D
0.00
grade_B
0.00
disbursement_method_DirectPay
0.00
purpose_credit_card
0.00
debt_settlement_flag_Y
0.00
grade_C
0.00
verification_status_Verified
0.00
initial_list_status_w
0.00
inq_last_6mths
0.00
purpose_small_business
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
hardship_flag_Y
CORRELATION RATIO WITH...
total_rec_late_fee
0.04
out_prncp
0.02
out_prncp_inv
0.02
total_rec_int
0.02
int_rate
0.01
last_pymnt_amnt
0.01
installment
0.01
funded_amnt_inv
0.01
funded_amnt
0.01
loan_amnt
0.01
total_rec_prncp
0.01
total_bal_ex_mort
0.00
num_il_tl
0.00
recoveries
0.00
disbursement_method_DirectPay
MISSING:
---
TOP CATEGORIES
0
2.1M
96%
1
77,713
4%
ALL
2.2M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
disbursement_method_DirectPay
PROVIDES INFORMATION ON...
purpose_credit_card
0.01
loan_status
0.01
initial_list_status_w
0.01
purpose_medical
0.01
purpose_small_business
0.00
grade_D
0.00
purpose_house
0.00
num_tl_30dpd
0.00
debt_settlement_flag_Y
0.00
grade_C
0.00
home_ownership_OTHER
0.00
hardship_flag_Y
0.00
pymnt_plan_y
0.00
verification_status_Verified
0.00

THESE FEATURES
GIVE INFORMATION
ON disbursement_method_DirectPay:
purpose_credit_card
0.04
initial_list_status_w
0.03
loan_status
0.02
grade_C
0.01
grade_D
0.01
inq_last_6mths
0.01
verification_status_Verified
0.01
purpose_medical
0.00
debt_settlement_flag_Y
0.00
purpose_small_business
0.00
purpose_house
0.00
verification_status_Source Verified
0.00
term_ 60 months
0.00
grade_B
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
disbursement_method_DirectPay
CORRELATION RATIO WITH...
out_prncp_inv
0.24
out_prncp
0.24
total_pymnt
0.15
total_pymnt_inv
0.15
total_rec_prncp
0.14
int_rate
0.12
total_rec_int
0.11
last_pymnt_amnt
0.07
total_bc_limit
0.07
revol_bal
0.05
funded_amnt_inv
0.05
funded_amnt
0.05
loan_amnt
0.05
bc_open_to_buy
0.04
debt_settlement_flag_Y
MISSING:
---
TOP CATEGORIES
0
2.1M
99%
1
32,392
1%
ALL
2.2M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
debt_settlement_flag_Y
PROVIDES INFORMATION ON...
loan_status
0.08
disbursement_method_DirectPay
0.00
pymnt_plan_y
0.00
hardship_flag_Y
0.00
application_type_Joint App
0.00
initial_list_status_w
0.00
grade_D
0.00
verification_status_Verified
0.00
term_ 60 months
0.00
grade_B
0.00
num_tl_30dpd
0.00
inq_last_6mths
0.00
purpose_house
0.00
home_ownership_OTHER
0.00

THESE FEATURES
GIVE INFORMATION
ON debt_settlement_flag_Y:
loan_status
0.41
initial_list_status_w
0.01
verification_status_Verified
0.00
grade_D
0.00
disbursement_method_DirectPay
0.00
term_ 60 months
0.00
application_type_Joint App
0.00
grade_B
0.00
inq_last_6mths
0.00
home_ownership_MORTGAGE
0.00
home_ownership_RENT
0.00
purpose_credit_card
0.00
grade_C
0.00
purpose_house
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
debt_settlement_flag_Y
CORRELATION RATIO WITH...
recoveries
0.37
total_rec_late_fee
0.07
out_prncp
0.07
out_prncp_inv
0.07
last_pymnt_amnt
0.06
int_rate
0.05
total_rec_prncp
0.05
total_rec_int
0.04
acc_open_past_24mths
0.04
num_tl_op_past_12m
0.03
percent_bc_gt_75
0.03
bc_open_to_buy
0.03
num_actv_rev_tl
0.03
total_bc_limit
0.02
num_il_tl
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
total_bal_ex_mort
0.52
num_sats
0.40
open_acc
0.40
acc_open_past_24mths
0.25
tot_cur_bal
0.22
tot_hi_cred_lim
0.21
num_tl_op_past_12m
0.18
num_accts_ever_120_pd
0.14
mort_acc
0.10
delinq_2yrs
0.08
funded_amnt
0.08
loan_amnt
0.08
funded_amnt_inv
0.08
annual_inc
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership_MORTGAGE
0.08
term_ 60 months
0.08
inq_last_6mths
0.07
home_ownership_RENT
0.06
home_ownership_OWN
0.04
purpose_credit_card
0.02
initial_list_status_w
0.02
grade_B
0.02
verification_status_Verified
0.01
loan_status
0.01
grade_D
0.01
debt_settlement_flag_Y
0.01
num_tl_30dpd
0.01
purpose_small_business
0.01
MOST FREQUENT VALUES
4.0
188,457
8.7%
3.0
187,973
8.7%
5.0
178,221
8.2%
2.0
171,403
7.9%
6.0
163,335
7.6%
7.0
146,145
6.8%
1.0
131,673
6.1%
8.0
127,560
5.9%
9.0
109,846
5.1%
10.0
95,319
4.4%
11.0
81,313
3.8%
12.0
69,438
3.2%
0.0
68,149
3.2%
13.0
59,628
2.8%
14.0
50,449
2.3%
SMALLEST VALUES
0.0
68,149
3.2%
1.0
131,673
6.1%
2.0
171,403
7.9%
3.0
187,973
8.7%
4.0
188,457
8.7%
5.0
178,221
8.2%
6.0
163,335
7.6%
7.0
146,145
6.8%
8.0
127,560
5.9%
9.0
109,846
5.1%
10.0
95,319
4.4%
11.0
81,313
3.8%
12.0
69,438
3.2%
13.0
59,628
2.8%
14.0
50,449
2.3%
LARGEST VALUES
159.0
1
<0.1%
150.0
1
<0.1%
140.0
1
<0.1%
138.0
1
<0.1%
132.0
1
<0.1%
131.0
1
<0.1%
130.0
1
<0.1%
128.0
1
<0.1%
127.0
1
<0.1%
121.0
1
<0.1%
118.0
1
<0.1%
117.0
1
<0.1%
116.0
1
<0.1%
113.0
1
<0.1%
110.0
1
<0.1%
num_op_rev_tl
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
open_acc
0.84
num_sats
0.84
num_actv_rev_tl
0.80
num_bc_sats
0.76
num_bc_tl
0.65
acc_open_past_24mths
0.47
total_bc_limit
0.43
bc_open_to_buy
0.37
num_tl_op_past_12m
0.36
mths_since_recent_bc
-0.25
revol_bal
0.24
revol_util
-0.20
mo_sin_old_rev_tl_op
0.20
tot_hi_cred_lim
0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
inq_last_6mths
0.15
home_ownership_RENT
0.09
home_ownership_MORTGAGE
0.07
term_ 60 months
0.05
purpose_credit_card
0.03
application_type_Joint App
0.03
home_ownership_OWN
0.03
disbursement_method_DirectPay
0.03
loan_status
0.02
verification_status_Verified
0.02
purpose_small_business
0.02
verification_status_Source Verified
0.02
debt_settlement_flag_Y
0.02
purpose_medical
0.01
MOST FREQUENT VALUES
6.0
235,105
10.9%
5.0
228,299
10.6%
7.0
221,471
10.2%
4.0
198,022
9.2%
8.0
197,925
9.2%
9.0
169,292
7.8%
10.0
141,111
6.5%
3.0
140,802
6.5%
11.0
114,674
5.3%
12.0
92,107
4.3%
13.0
73,057
3.4%
2.0
71,929
3.3%
14.0
57,585
2.7%
15.0
45,396
2.1%
16.0
35,275
1.6%
SMALLEST VALUES
1.0
14,508
0.7%
2.0
71,929
3.3%
3.0
140,802
6.5%
4.0
198,022
9.2%
5.0
228,299
10.6%
6.0
235,105
10.9%
7.0
221,471
10.2%
8.0
197,925
9.2%
9.0
169,292
7.8%
10.0
141,111
6.5%
11.0
114,674
5.3%
12.0
92,107
4.3%
13.0
73,057
3.4%
14.0
57,585
2.7%
15.0
45,396
2.1%
LARGEST VALUES
91.0
3
<0.1%
86.0
1
<0.1%
83.0
1
<0.1%
81.0
1
<0.1%
79.0
1
<0.1%
77.0
1
<0.1%
76.0
1
<0.1%
73.0
2
<0.1%
72.0
2
<0.1%
71.0
1
<0.1%
70.0
1
<0.1%
69.0
3
<0.1%
68.0
1
<0.1%
67.0
3
<0.1%
66.0
1
<0.1%
num_accts_ever_120_pd
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
delinq_2yrs
0.22
num_il_tl
0.14
total_bc_limit
-0.13
chargeoff_within_12_mths
0.12
bc_open_to_buy
-0.09
num_tl_op_past_12m
0.08
revol_bal
-0.08
acc_open_past_24mths
0.08
mo_sin_old_rev_tl_op
0.07
num_bc_sats
-0.07
num_bc_tl
0.06
mort_acc
0.06
funded_amnt_inv
-0.05
funded_amnt
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
inq_last_6mths
0.05
purpose_credit_card
0.04
verification_status_Source Verified
0.03
grade_C
0.03
grade_D
0.02
term_ 60 months
0.02
application_type_Joint App
0.02
disbursement_method_DirectPay
0.02
loan_status
0.01
purpose_house
0.01
verification_status_Verified
0.01
purpose_medical
0.01
initial_list_status_w
0.01
purpose_small_business
0.01
MOST FREQUENT VALUES
0.0
1.7M
77.1%
1.0
266,321
12.3%
2.0
104,085
4.8%
3.0
47,606
2.2%
4.0
28,042
1.3%
5.0
16,635
0.8%
6.0
10,868
0.5%
7.0
6,870
0.3%
8.0
4,474
0.2%
9.0
2,926
0.1%
10.0
2,092
<0.1%
11.0
1,241
<0.1%
12.0
992
<0.1%
13.0
588
<0.1%
14.0
548
<0.1%
SMALLEST VALUES
0.0
1.7M
77.1%
1.0
266,321
12.3%
2.0
104,085
4.8%
3.0
47,606
2.2%
4.0
28,042
1.3%
5.0
16,635
0.8%
6.0
10,868
0.5%
7.0
6,870
0.3%
8.0
4,474
0.2%
9.0
2,926
0.1%
10.0
2,092
<0.1%
11.0
1,241
<0.1%
12.0
992
<0.1%
13.0
588
<0.1%
14.0
548
<0.1%
LARGEST VALUES
58.0
1
<0.1%
51.0
1
<0.1%
45.0
1
<0.1%
42.0
1
<0.1%
39.0
2
<0.1%
38.0
1
<0.1%
37.0
3
<0.1%
36.0
4
<0.1%
35.0
5
<0.1%
34.0
8
<0.1%
33.0
5
<0.1%
32.0
4
<0.1%
31.0
9
<0.1%
30.0
11
<0.1%
29.0
13
<0.1%
mo_sin_old_rev_tl_op
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
num_bc_tl
0.31
mort_acc
0.29
total_bc_limit
0.27
revol_bal
0.23
tot_hi_cred_lim
0.22
num_op_rev_tl
0.20
tot_cur_bal
0.19
bc_open_to_buy
0.18
funded_amnt_inv
0.17
funded_amnt
0.17
loan_amnt
0.17
num_actv_rev_tl
0.16
num_bc_sats
0.16
open_acc
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership_RENT
0.20
home_ownership_MORTGAGE
0.16
grade_D
0.06
verification_status_Source Verified
0.06
home_ownership_OWN
0.06
term_ 60 months
0.05
grade_C
0.05
loan_status
0.04
grade_B
0.03
verification_status_Verified
0.03
initial_list_status_w
0.03
num_tl_30dpd
0.02
disbursement_method_DirectPay
0.02
inq_last_6mths
0.01
MOST FREQUENT VALUES
136.0
12,379
0.6%
132.0
12,375
0.6%
131.0
12,236
0.6%
134.0
12,162
0.6%
130.0
12,144
0.6%
133.0
12,132
0.6%
135.0
12,071
0.6%
137.0
11,966
0.6%
140.0
11,957
0.6%
129.0
11,948
0.6%
139.0
11,947
0.6%
143.0
11,866
0.5%
128.0
11,855
0.5%
138.0
11,841
0.5%
127.0
11,839
0.5%
SMALLEST VALUES
1.0
2
<0.1%
2.0
6
<0.1%
3.0
15
<0.1%
4.0
18
<0.1%
5.0
41
<0.1%
6.0
36
<0.1%
7.0
70
<0.1%
8.0
103
<0.1%
9.0
139
<0.1%
10.0
153
<0.1%
11.0
172
<0.1%
12.0
302
<0.1%
13.0
532
<0.1%
14.0
622
<0.1%
15.0
741
<0.1%
LARGEST VALUES
999.0
1
<0.1%
901.0
1
<0.1%
852.0
1
<0.1%
851.0
1
<0.1%
842.0
1
<0.1%
836.0
1
<0.1%
826.0
1
<0.1%
824.0
1
<0.1%
821.0
2
<0.1%
818.0
1
<0.1%
817.0
2
<0.1%
812.0
2
<0.1%
808.0
3
<0.1%
806.0
1
<0.1%
804.0
1
<0.1%
percent_bc_gt_75
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
revol_util
0.74
bc_open_to_buy
-0.44
int_rate
0.27
total_bc_limit
-0.21
total_rec_int
0.18
num_tl_op_past_12m
-0.17
acc_open_past_24mths
-0.16
num_bc_sats
-0.16
mths_since_recent_bc
0.15
revol_bal
0.14
num_bc_tl
-0.14
num_op_rev_tl
-0.13
total_pymnt
0.10
total_pymnt_inv
0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_D
0.13
grade_C
0.11
verification_status_Verified
0.11
initial_list_status_w
0.09
loan_status
0.07
inq_last_6mths
0.06
grade_B
0.05
term_ 60 months
0.05
purpose_credit_card
0.05
home_ownership_OWN
0.04
purpose_house
0.04
purpose_small_business
0.03
debt_settlement_flag_Y
0.03
home_ownership_MORTGAGE
0.02
MOST FREQUENT VALUES
0.0
593,934
27.5%
100.0
367,741
17.0%
50.0
229,307
10.6%
33.3
145,881
6.7%
66.7
133,011
6.2%
25.0
96,934
4.5%
75.0
75,218
3.5%
20.0
64,263
3.0%
40.0
54,966
2.5%
60.0
47,175
2.2%
16.7
42,028
1.9%
80.0
40,233
1.9%
14.3
27,117
1.3%
28.6
22,030
1.0%
83.3
21,245
1.0%
SMALLEST VALUES
0.0
593,934
27.5%
0.14
2
<0.1%
0.17
1
<0.1%
0.2
10
<0.1%
0.25
19
<0.1%
0.29
2
<0.1%
0.33
52
<0.1%
0.38
4
<0.1%
0.4
10
<0.1%
0.43
4
<0.1%
0.5
87
<0.1%
0.57
3
<0.1%
0.6
8
<0.1%
0.63
1
<0.1%
0.67
63
<0.1%
LARGEST VALUES
100.0
367,741
17.0%
95.8
1
<0.1%
95.5
2
<0.1%
95.2
2
<0.1%
95.0
3
<0.1%
94.7
7
<0.1%
94.4
11
<0.1%
94.1
18
<0.1%
93.8
22
<0.1%
93.7
19
<0.1%
93.3
56
<0.1%
92.9
112
<0.1%
92.3
223
<0.1%
91.7
464
<0.1%
91.3
2
<0.1%
revol_util
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
percent_bc_gt_75
0.74
bc_open_to_buy
-0.48
int_rate
0.26
revol_bal
0.25
total_rec_int
0.23
acc_open_past_24mths
-0.22
num_tl_op_past_12m
-0.22
num_op_rev_tl
-0.20
total_bc_limit
-0.18
total_pymnt
0.16
total_pymnt_inv
0.16
mths_since_recent_bc
0.15
num_sats
-0.14
open_acc
-0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
grade_D
0.12
verification_status_Verified
0.11
grade_C
0.11
initial_list_status_w
0.09
inq_last_6mths
0.08
purpose_credit_card
0.08
term_ 60 months
0.07
loan_status
0.06
home_ownership_OWN
0.05
purpose_house
0.05
home_ownership_MORTGAGE
0.04
grade_B
0.04
application_type_Joint App
0.03
purpose_small_business
0.03
MOST FREQUENT VALUES
0.0
9,837
0.5%
57.0
4,208
0.2%
48.0
4,152
0.2%
59.0
4,152
0.2%
61.0
4,102
0.2%
58.0
4,068
0.2%
54.0
4,066
0.2%
51.0
4,061
0.2%
55.0
4,055
0.2%
53.0
4,053
0.2%
56.0
4,022
0.2%
60.0
4,019
0.2%
52.0
4,019
0.2%
49.0
3,999
0.2%
50.0
3,990
0.2%
SMALLEST VALUES
0.0
9,837
0.5%
0.1
1,574
<0.1%
0.2
1,264
<0.1%
0.3
1,185
<0.1%
0.4
1,044
<0.1%
0.5
1,004
<0.1%
0.6
960
<0.1%
0.7
872
<0.1%
0.8
887
<0.1%
0.9
849
<0.1%
1.0
904
<0.1%
1.1
849
<0.1%
1.2
833
<0.1%
1.3
848
<0.1%
1.4
834
<0.1%
LARGEST VALUES
366.6
1
<0.1%
193.0
1
<0.1%
191.0
1
<0.1%
184.6
1
<0.1%
183.8
1
<0.1%
182.8
1
<0.1%
180.3
1
<0.1%
177.7
1
<0.1%
175.0
1
<0.1%
172.0
1
<0.1%
166.9
1
<0.1%
165.8
1
<0.1%
162.1
1
<0.1%
162.0
1
<0.1%
161.5
1
<0.1%
num_actv_rev_tl
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
num_op_rev_tl
0.80
num_bc_sats
0.68
open_acc
0.67
num_sats
0.67
num_bc_tl
0.50
acc_open_past_24mths
0.34
revol_bal
0.31
total_bc_limit
0.30
num_tl_op_past_12m
0.26
mths_since_recent_bc
-0.21
mo_sin_old_rev_tl_op
0.16
total_bal_ex_mort
0.16
installment
0.15
funded_amnt
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
inq_last_6mths
0.13
home_ownership_RENT
0.08
home_ownership_MORTGAGE
0.07
verification_status_Verified
0.07
term_ 60 months
0.06
loan_status
0.05
purpose_credit_card
0.05
application_type_Joint App
0.04
grade_D
0.04
grade_C
0.03
disbursement_method_DirectPay
0.03
purpose_small_business
0.03
purpose_house
0.03
debt_settlement_flag_Y
0.03
MOST FREQUENT VALUES
4.0
330,554
15.3%
3.0
303,907
14.1%
5.0
302,109
14.0%
6.0
247,469
11.4%
2.0
206,517
9.6%
7.0
191,289
8.8%
8.0
140,975
6.5%
9.0
102,334
4.7%
1.0
77,575
3.6%
10.0
72,280
3.3%
11.0
51,288
2.4%
12.0
36,279
1.7%
13.0
25,611
1.2%
14.0
18,218
0.8%
15.0
13,226
0.6%
SMALLEST VALUES
0.0
8,276
0.4%
1.0
77,575
3.6%
2.0
206,517
9.6%
3.0
303,907
14.1%
4.0
330,554
15.3%
5.0
302,109
14.0%
6.0
247,469
11.4%
7.0
191,289
8.8%
8.0
140,975
6.5%
9.0
102,334
4.7%
10.0
72,280
3.3%
11.0
51,288
2.4%
12.0
36,279
1.7%
13.0
25,611
1.2%
14.0
18,218
0.8%
LARGEST VALUES
72.0
1
<0.1%
63.0
1
<0.1%
60.0
1
<0.1%
59.0
3
<0.1%
57.0
2
<0.1%
54.0
1
<0.1%
52.0
2
<0.1%
51.0
1
<0.1%
48.0
1
<0.1%
47.0
5
<0.1%
46.0
3
<0.1%
45.0
2
<0.1%
44.0
8
<0.1%
43.0
6
<0.1%
42.0
11
<0.1%
tot_coll_amt
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
num_accts_ever_120_pd
0.03
collections_12_mths_ex_med
0.02
total_bc_limit
-0.01
revol_util
-0.01
revol_bal
-0.01
percent_bc_gt_75
-0.01
pub_rec
0.01
num_tl_op_past_12m
0.01
acc_open_past_24mths
0.01
mo_sin_old_rev_tl_op
0.01
bc_open_to_buy
-0.00
funded_amnt_inv
-0.00
loan_amnt
-0.00
funded_amnt
-0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
inq_last_6mths
0.01
purpose_credit_card
0.00
grade_C
0.00
term_ 60 months
0.00
application_type_Joint App
0.00
disbursement_method_DirectPay
0.00
grade_D
0.00
verification_status_Source Verified
0.00
home_ownership_RENT
0.00
home_ownership_OWN
0.00
purpose_medical
0.00
purpose_small_business
0.00
grade_B
0.00
initial_list_status_w
0.00
MOST FREQUENT VALUES
0.0
1.8M
84.7%
50.0
3,866
0.2%
100.0
3,204
0.1%
75.0
2,467
0.1%
200.0
1,891
<0.1%
150.0
1,869
<0.1%
60.0
1,766
<0.1%
70.0
1,429
<0.1%
80.0
1,381
<0.1%
55.0
1,233
<0.1%
65.0
1,221
<0.1%
250.0
1,198
<0.1%
90.0
1,187
<0.1%
85.0
1,068
<0.1%
125.0
1,057
<0.1%
SMALLEST VALUES
0.0
1.8M
84.7%
2.0
5
<0.1%
3.0
2
<0.1%
4.0
1
<0.1%
5.0
2
<0.1%
6.0
3
<0.1%
7.0
5
<0.1%
8.0
6
<0.1%
9.0
3
<0.1%
10.0
21
<0.1%
11.0
2
<0.1%
12.0
6
<0.1%
13.0
6
<0.1%
14.0
7
<0.1%
15.0
16
<0.1%
LARGEST VALUES
9152545.0
1
<0.1%
6214661.0
1
<0.1%
5252395.0
1
<0.1%
932461.0
1
<0.1%
496651.0
1
<0.1%
380757.0
1
<0.1%
309838.0
1
<0.1%
296368.0
1
<0.1%
262740.0
2
<0.1%
227157.0
1
<0.1%
224107.0
1
<0.1%
215902.0
1
<0.1%
208593.0
1
<0.1%
199433.0
1
<0.1%
199308.0
1
<0.1%
mort_acc
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
tot_hi_cred_lim
0.55
tot_cur_bal
0.54
mo_sin_old_rev_tl_op
0.29
total_pymnt_inv
0.22
total_pymnt
0.22
total_rec_prncp
0.22
funded_amnt_inv
0.22
loan_amnt
0.22
funded_amnt
0.22
revol_bal
0.21
total_bc_limit
0.21
num_bc_tl
0.19
installment
0.19
total_bal_ex_mort
0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership_MORTGAGE
0.49
home_ownership_RENT
0.46
term_ 60 months
0.10
home_ownership_OWN
0.06
verification_status_Verified
0.06
inq_last_6mths
0.05
grade_D
0.04
loan_status
0.04
grade_C
0.04
verification_status_Source Verified
0.03
application_type_Joint App
0.03
num_tl_30dpd
0.02
disbursement_method_DirectPay
0.02
grade_B
0.01
MOST FREQUENT VALUES
0.0
908,429
42.0%
1.0
384,815
17.8%
2.0
319,260
14.8%
3.0
226,522
10.5%
4.0
146,874
6.8%
5.0
84,747
3.9%
6.0
45,687
2.1%
7.0
22,825
1.1%
8.0
11,127
0.5%
9.0
5,557
0.3%
10.0
2,816
0.1%
11.0
1,507
<0.1%
12.0
798
<0.1%
13.0
452
<0.1%
14.0
304
<0.1%
SMALLEST VALUES
0.0
908,429
42.0%
1.0
384,815
17.8%
2.0
319,260
14.8%
3.0
226,522
10.5%
4.0
146,874
6.8%
5.0
84,747
3.9%
6.0
45,687
2.1%
7.0
22,825
1.1%
8.0
11,127
0.5%
9.0
5,557
0.3%
10.0
2,816
0.1%
11.0
1,507
<0.1%
12.0
798
<0.1%
13.0
452
<0.1%
14.0
304
<0.1%
LARGEST VALUES
94.0
1
<0.1%
87.0
1
<0.1%
61.0
1
<0.1%
52.0
1
<0.1%
47.0
1
<0.1%
46.0
1
<0.1%
45.0
1
<0.1%
41.0
1
<0.1%
37.0
2
<0.1%
36.0
1
<0.1%
35.0
1
<0.1%
34.0
3
<0.1%
33.0
1
<0.1%
32.0
3
<0.1%
31.0
4
<0.1%
delinq_2yrs
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
num_accts_ever_120_pd
0.22
chargeoff_within_12_mths
0.14
num_il_tl
0.08
mo_sin_old_rev_tl_op
0.08
total_bc_limit
-0.08
mort_acc
0.07
collections_12_mths_ex_med
0.07
bc_open_to_buy
-0.06
tot_hi_cred_lim
0.06
tot_cur_bal
0.06
int_rate
0.06
mths_since_recent_bc
0.05
acc_open_past_24mths
-0.05
open_acc
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
num_tl_30dpd
0.10
home_ownership_RENT
0.05
home_ownership_MORTGAGE
0.04
purpose_credit_card
0.03
grade_C
0.03
inq_last_6mths
0.03
grade_D
0.03
disbursement_method_DirectPay
0.03
loan_status
0.02
verification_status_Source Verified
0.02
application_type_Joint App
0.02
initial_list_status_w
0.01
term_ 60 months
0.01
debt_settlement_flag_Y
0.01
MOST FREQUENT VALUES
0.0
1.8M
81.2%
1.0
271,536
12.6%
2.0
78,475
3.6%
3.0
28,535
1.3%
4.0
12,764
0.6%
5.0
6,356
0.3%
6.0
3,599
0.2%
7.0
1,986
<0.1%
8.0
1,184
<0.1%
9.0
792
<0.1%
10.0
535
<0.1%
11.0
348
<0.1%
12.0
257
<0.1%
13.0
161
<0.1%
14.0
120
<0.1%
SMALLEST VALUES
0.0
1.8M
81.2%
1.0
271,536
12.6%
2.0
78,475
3.6%
3.0
28,535
1.3%
4.0
12,764
0.6%
5.0
6,356
0.3%
6.0
3,599
0.2%
7.0
1,986
<0.1%
8.0
1,184
<0.1%
9.0
792
<0.1%
10.0
535
<0.1%
11.0
348
<0.1%
12.0
257
<0.1%
13.0
161
<0.1%
14.0
120
<0.1%
LARGEST VALUES
58.0
1
<0.1%
39.0
1
<0.1%
36.0
1
<0.1%
35.0
1
<0.1%
32.0
1
<0.1%
30.0
2
<0.1%
29.0
2
<0.1%
28.0
1
<0.1%
27.0
1
<0.1%
26.0
3
<0.1%
25.0
2
<0.1%
24.0
4
<0.1%
23.0
2
<0.1%
22.0
5
<0.1%
21.0
12
<0.1%
open_acc
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
num_sats
1.00
num_op_rev_tl
0.84
num_actv_rev_tl
0.67
num_bc_sats
0.64
num_bc_tl
0.54
acc_open_past_24mths
0.49
total_bal_ex_mort
0.41
num_il_tl
0.40
total_bc_limit
0.38
num_tl_op_past_12m
0.37
bc_open_to_buy
0.31
tot_hi_cred_lim
0.30
tot_cur_bal
0.26
revol_bal
0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
inq_last_6mths
0.15
home_ownership_MORTGAGE
0.13
home_ownership_RENT
0.13
term_ 60 months
0.07
purpose_credit_card
0.03
verification_status_Verified
0.02
initial_list_status_w
0.02
purpose_small_business
0.02
disbursement_method_DirectPay
0.02
loan_status
0.02
verification_status_Source Verified
0.02
application_type_Joint App
0.02
grade_B
0.02
num_tl_30dpd
0.02
MOST FREQUENT VALUES
9.0
187,051
8.7%
10.0
182,294
8.4%
8.0
179,173
8.3%
11.0
168,824
7.8%
7.0
162,899
7.5%
12.0
152,127
7.0%
6.0
135,467
6.3%
13.0
133,244
6.2%
14.0
114,985
5.3%
5.0
99,866
4.6%
15.0
97,117
4.5%
16.0
81,610
3.8%
17.0
67,879
3.1%
4.0
61,110
2.8%
18.0
56,317
2.6%
SMALLEST VALUES
1.0
1,194
<0.1%
2.0
8,842
0.4%
3.0
28,029
1.3%
4.0
61,110
2.8%
5.0
99,866
4.6%
6.0
135,467
6.3%
7.0
162,899
7.5%
8.0
179,173
8.3%
9.0
187,051
8.7%
10.0
182,294
8.4%
11.0
168,824
7.8%
12.0
152,127
7.0%
13.0
133,244
6.2%
14.0
114,985
5.3%
15.0
97,117
4.5%
LARGEST VALUES
101.0
1
<0.1%
97.0
1
<0.1%
94.0
1
<0.1%
93.0
1
<0.1%
91.0
1
<0.1%
90.0
1
<0.1%
88.0
1
<0.1%
86.0
3
<0.1%
84.0
1
<0.1%
82.0
2
<0.1%
81.0
1
<0.1%
80.0
2
<0.1%
79.0
1
<0.1%
78.0
1
<0.1%
77.0
1
<0.1%
num_tl_op_past_12m
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
acc_open_past_24mths
0.76
open_acc
0.37
num_sats
0.37
num_op_rev_tl
0.36
mths_since_recent_bc
-0.31
num_actv_rev_tl
0.26
num_bc_sats
0.25
num_bc_tl
0.24
revol_util
-0.22
num_il_tl
0.18
int_rate
0.18
percent_bc_gt_75
-0.17
total_bal_ex_mort
0.12
bc_open_to_buy
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
inq_last_6mths
0.34
verification_status_Verified
0.09
loan_status
0.08
grade_D
0.08
grade_B
0.07
home_ownership_RENT
0.06
home_ownership_MORTGAGE
0.06
purpose_credit_card
0.04
grade_C
0.04
debt_settlement_flag_Y
0.03
application_type_Joint App
0.02
initial_list_status_w
0.02
disbursement_method_DirectPay
0.01
verification_status_Source Verified
0.01
MOST FREQUENT VALUES
1.0
550,552
25.5%
2.0
477,878
22.1%
0.0
408,101
18.9%
3.0
331,965
15.4%
4.0
193,570
9.0%
5.0
96,775
4.5%
6.0
48,259
2.2%
7.0
25,822
1.2%
8.0
13,010
0.6%
9.0
7,112
0.3%
10.0
3,898
0.2%
11.0
2,169
0.1%
12.0
1,282
<0.1%
13.0
725
<0.1%
14.0
458
<0.1%
SMALLEST VALUES
0.0
408,101
18.9%
1.0
550,552
25.5%
2.0
477,878
22.1%
3.0
331,965
15.4%
4.0
193,570
9.0%
5.0
96,775
4.5%
6.0
48,259
2.2%
7.0
25,822
1.2%
8.0
13,010
0.6%
9.0
7,112
0.3%
10.0
3,898
0.2%
11.0
2,169
0.1%
12.0
1,282
<0.1%
13.0
725
<0.1%
14.0
458
<0.1%
LARGEST VALUES
32.0
1
<0.1%
31.0
1
<0.1%
30.0
2
<0.1%
29.0
1
<0.1%
28.0
4
<0.1%
27.0
1
<0.1%
26.0
5
<0.1%
25.0
8
<0.1%
24.0
8
<0.1%
23.0
14
<0.1%
22.0
12
<0.1%
21.0
26
<0.1%
20.0
37
<0.1%
19.0
42
<0.1%
18.0
60
<0.1%
home_ownership_OTHER
MISSING:
---
TOP CATEGORIES
0
2.2M
>99%
1
44
<1%
ALL
2.2M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
home_ownership_OTHER
PROVIDES INFORMATION ON...
home_ownership_MORTGAGE
0.00
home_ownership_RENT
0.00
initial_list_status_w
0.00
purpose_credit_card
0.00
verification_status_Source Verified
0.00
home_ownership_OWN
0.00
application_type_Joint App
0.00
disbursement_method_DirectPay
0.00
term_ 60 months
0.00
purpose_medical
0.00
purpose_house
0.00
verification_status_Verified
0.00
num_tl_30dpd
0.00
hardship_flag_Y
0.00

THESE FEATURES
GIVE INFORMATION
ON home_ownership_OTHER:
home_ownership_MORTGAGE
0.06
home_ownership_RENT
0.04
initial_list_status_w
0.04
purpose_credit_card
0.03
verification_status_Source Verified
0.02
home_ownership_OWN
0.01
term_ 60 months
0.01
verification_status_Verified
0.01
inq_last_6mths
0.01
grade_C
0.01
application_type_Joint App
0.00
disbursement_method_DirectPay
0.00
grade_D
0.00
loan_status
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
home_ownership_OTHER
CORRELATION RATIO WITH...
revol_util
0.00
percent_bc_gt_75
0.00
out_prncp
0.00
out_prncp_inv
0.00
bc_open_to_buy
0.00
int_rate
0.00
total_pymnt
0.00
total_pymnt_inv
0.00
total_bc_limit
0.00
num_actv_rev_tl
0.00
total_rec_int
0.00
pub_rec
0.00
total_rec_prncp
0.00
tot_hi_cred_lim
0.00
loan_status
MISSING:
---
TOP CATEGORIES
0
1.9M
87%
1
273,451
13%
ALL
2.2M
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
loan_status
PROVIDES INFORMATION ON...
debt_settlement_flag_Y
0.41
pymnt_plan_y
0.22
hardship_flag_Y
0.20
disbursement_method_DirectPay
0.02
grade_D
0.01
term_ 60 months
0.01
grade_B
0.01
verification_status_Verified
0.00
application_type_Joint App
0.00
inq_last_6mths
0.00
initial_list_status_w
0.00
purpose_small_business
0.00
home_ownership_RENT
0.00
home_ownership_MORTGAGE
0.00

THESE FEATURES
GIVE INFORMATION
ON loan_status:
debt_settlement_flag_Y
0.08
grade_D
0.01
term_ 60 months
0.01
grade_B
0.01
inq_last_6mths
0.01
verification_status_Verified
0.01
disbursement_method_DirectPay
0.01
initial_list_status_w
0.01
home_ownership_RENT
0.00
home_ownership_MORTGAGE
0.00
application_type_Joint App
0.00
purpose_credit_card
0.00
hardship_flag_Y
0.00
pymnt_plan_y
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
loan_status
CORRELATION RATIO WITH...
recoveries
0.49
total_rec_prncp
0.22
int_rate
0.21
last_pymnt_amnt
0.18
out_prncp
0.18
out_prncp_inv
0.18
total_pymnt_inv
0.13
total_pymnt
0.13
total_rec_late_fee
0.13
acc_open_past_24mths
0.09
num_tl_op_past_12m
0.08
bc_open_to_buy
0.08
total_bc_limit
0.08
percent_bc_gt_75
0.07